{
  "version": "V5-experimental-model",
  "generated_at": "2026-03-28T02:16:40.758Z",
  "live_version": "V5",
  "comparison_baseline_version": "V4.3",
  "status": "promoted_live",
  "method": "posterior exposure + task-mode proxies + concentration-driven fragility + heterogeneous augmentation + empirical mobility + archetype-capped realized-risk calibration (promotion archive against the retained V4.3 baseline)",
  "entries": [
    {
      "ssoc": "12112",
      "title": "Administration manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0851,
      "live_risk_band": "low",
      "live_augmentation": 0.211,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4834,
      "posterior_exposure_p50": 0.6187,
      "posterior_exposure_p90": 0.754,
      "posterior_interval_width_80": 0.2706,
      "v5_structural_exposure_p10": 0.2859,
      "v5_structural_exposure": 0.4212,
      "v5_structural_exposure_p90": 0.5565,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0647,
      "v5_demand_fragility": 0.0872,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0157,
      "v5_structural_risk_p10": 0.0467,
      "v5_structural_risk": 0.0687,
      "v5_structural_risk_p90": 0.0908,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0809,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6159,
      "v5_adaptation_capacity": 0.4522,
      "v5_adaptation_buffer": 0.0904,
      "v5_transition_adjusted_risk": 0.0625,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0071,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0164,
      "delta_vs_live_transition": -0.0226,
      "best_transition": {
        "to_ssoc": "12133",
        "to_title": "Risk management manager",
        "composite": 0.6953,
        "observed_transition_rate": null,
        "destination_quality": 0.5781,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6261
      },
      "realization_scalar": 0.1237,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12221",
      "title": "Advertising/Public relations manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1241,
      "live_risk_band": "low",
      "live_augmentation": 0.3797,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.4825,
      "posterior_exposure_p50": 0.6104,
      "posterior_exposure_p90": 0.7383,
      "posterior_interval_width_80": 0.2558,
      "v5_structural_exposure_p10": 0.4825,
      "v5_structural_exposure": 0.6104,
      "v5_structural_exposure_p90": 0.7383,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.1812,
      "v5_demand_fragility": 0.4359,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0785,
      "v5_structural_risk_p10": 0.0899,
      "v5_structural_risk": 0.1138,
      "v5_structural_risk_p90": 0.1376,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1812,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5635,
      "v5_adaptation_capacity": 0.4094,
      "v5_adaptation_buffer": 0.0819,
      "v5_transition_adjusted_risk": 0.1045,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0258,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": -0.0103,
      "delta_vs_live_transition": -0.0196,
      "best_transition": {
        "to_ssoc": "12230",
        "to_title": "Research and development manager",
        "composite": 0.7064,
        "observed_transition_rate": null,
        "destination_quality": 0.5183,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5563
      },
      "realization_scalar": 0.2506,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13430",
      "title": "Aged care services manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0769,
      "live_risk_band": "low",
      "live_augmentation": 0.0707,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3481,
      "posterior_exposure_p50": 0.4834,
      "posterior_exposure_p90": 0.6187,
      "posterior_interval_width_80": 0.2706,
      "v5_structural_exposure_p10": 0.2115,
      "v5_structural_exposure": 0.3468,
      "v5_structural_exposure_p90": 0.4821,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0238,
      "v5_demand_fragility": 0.0974,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0175,
      "v5_structural_risk_p10": 0.0686,
      "v5_structural_risk": 0.1125,
      "v5_structural_risk_p90": 0.1564,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0298,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5873,
      "v5_adaptation_capacity": 0.4258,
      "v5_adaptation_buffer": 0.0852,
      "v5_transition_adjusted_risk": 0.103,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0115,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0356,
      "delta_vs_live_transition": 0.0261,
      "best_transition": {
        "to_ssoc": "13420",
        "to_title": "Health services manager",
        "composite": 0.5978,
        "observed_transition_rate": null,
        "destination_quality": 0.5937,
        "wage_preservation": 1,
        "training_ease": 0.8,
        "empirical_priority": 0.6772
      },
      "realization_scalar": 0.1215,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "14330",
      "title": "Arts and cultural centre manager (including gallery and museum manager)",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0122,
      "live_risk_band": "very_low",
      "live_augmentation": 0.2483,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4346,
      "posterior_exposure_p50": 0.5713,
      "posterior_exposure_p90": 0.708,
      "posterior_interval_width_80": 0.2734,
      "v5_structural_exposure_p10": 0.4495,
      "v5_structural_exposure": 0.5862,
      "v5_structural_exposure_p90": 0.7229,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0878,
      "v5_demand_fragility": 0.1768,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0318,
      "v5_structural_risk_p10": 0.0098,
      "v5_structural_risk": 0.0128,
      "v5_structural_risk_p90": 0.0158,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1043,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5823,
      "v5_adaptation_capacity": 0.3715,
      "v5_adaptation_buffer": 0.0743,
      "v5_transition_adjusted_risk": 0.0118,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0013,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0006,
      "delta_vs_live_transition": -0.0004,
      "best_transition": {
        "to_ssoc": "14324",
        "to_title": "Wellness centre manager (e.g. hair/beauty/slimming/spa/manicure/massage)",
        "composite": 0.6324,
        "observed_transition_rate": null,
        "destination_quality": 0.5097,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5823
      },
      "realization_scalar": 0.1167,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "14322",
      "title": "Attractions manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1223,
      "live_risk_band": "low",
      "live_augmentation": 0.1461,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3661,
      "posterior_exposure_p50": 0.4994,
      "posterior_exposure_p90": 0.6327,
      "posterior_interval_width_80": 0.2666,
      "v5_structural_exposure_p10": 0.4137,
      "v5_structural_exposure": 0.547,
      "v5_structural_exposure_p90": 0.6803,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.064,
      "v5_demand_fragility": 0.1768,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0318,
      "v5_structural_risk_p10": 0.1202,
      "v5_structural_risk": 0.1589,
      "v5_structural_risk_p90": 0.1977,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0745,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.529,
      "v5_adaptation_capacity": 0.3379,
      "v5_adaptation_buffer": 0.0676,
      "v5_transition_adjusted_risk": 0.1482,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0318,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0366,
      "delta_vs_live_transition": 0.0259,
      "best_transition": {
        "to_ssoc": "14324",
        "to_title": "Wellness centre manager (e.g. hair/beauty/slimming/spa/manicure/massage)",
        "composite": 0.7089,
        "observed_transition_rate": null,
        "destination_quality": 0.5154,
        "wage_preservation": 0.9096,
        "training_ease": 0,
        "empirical_priority": 0.5335
      },
      "realization_scalar": 0.2292,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12113",
      "title": "Audit manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1107,
      "live_risk_band": "low",
      "live_augmentation": 0.3255,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4958,
      "posterior_exposure_p50": 0.6312,
      "posterior_exposure_p90": 0.7665,
      "posterior_interval_width_80": 0.2707,
      "v5_structural_exposure_p10": 0.4849,
      "v5_structural_exposure": 0.6203,
      "v5_structural_exposure_p90": 0.7556,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.1088,
      "v5_demand_fragility": 0.1255,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0226,
      "v5_structural_risk_p10": 0.0772,
      "v5_structural_risk": 0.0987,
      "v5_structural_risk_p90": 0.1203,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1306,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6365,
      "v5_adaptation_capacity": 0.4067,
      "v5_adaptation_buffer": 0.0813,
      "v5_transition_adjusted_risk": 0.0907,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.012,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.012,
      "delta_vs_live_transition": -0.02,
      "best_transition": {
        "to_ssoc": "12133",
        "to_title": "Risk management manager",
        "composite": 0.7029,
        "observed_transition_rate": null,
        "destination_quality": 0.587,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6338
      },
      "realization_scalar": 0.1433,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12111",
      "title": "Budgeting and financial accounting manager (including financial controller)",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1239,
      "live_risk_band": "low",
      "live_augmentation": 0.3831,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5001,
      "posterior_exposure_p50": 0.6354,
      "posterior_exposure_p90": 0.7708,
      "posterior_interval_width_80": 0.2707,
      "v5_structural_exposure_p10": 0.5393,
      "v5_structural_exposure": 0.6746,
      "v5_structural_exposure_p90": 0.81,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3173,
      "task_mode_copilot_share": 0.3622,
      "task_mode_human_led_share": 0.3205,
      "task_mode_effective_coverage": 0.2078,
      "task_mode_automation_pressure": 0.1055,
      "task_mode_augmentation_upside": 0.0528,
      "task_mode_concentration": 0.0701,
      "v5_effective_augmentation": 0.1433,
      "v5_demand_fragility": 0.0964,
      "v5_reallocation_capacity": 0.9371,
      "v5_concentration_adjustment": 1.0174,
      "v5_structural_risk_p10": 0.0845,
      "v5_structural_risk": 0.1058,
      "v5_structural_risk_p90": 0.127,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1659,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5479,
      "v5_adaptation_capacity": 0.4473,
      "v5_adaptation_buffer": 0.0895,
      "v5_transition_adjusted_risk": 0.0963,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0133,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": -0.0181,
      "delta_vs_live_transition": -0.0276,
      "best_transition": {
        "to_ssoc": "24135",
        "to_title": "Financial product structurer",
        "composite": 0.5818,
        "observed_transition_rate": null,
        "destination_quality": 0.4571,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5476
      },
      "realization_scalar": 0.1499,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12212",
      "title": "Business development manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1624,
      "live_risk_band": "moderate",
      "live_augmentation": 0.3293,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5067,
      "posterior_exposure_p50": 0.6333,
      "posterior_exposure_p90": 0.7598,
      "posterior_interval_width_80": 0.2531,
      "v5_structural_exposure_p10": 0.5501,
      "v5_structural_exposure": 0.6767,
      "v5_structural_exposure_p90": 0.8032,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2223,
      "task_mode_copilot_share": 0.3988,
      "task_mode_human_led_share": 0.379,
      "task_mode_effective_coverage": 0.2187,
      "task_mode_automation_pressure": 0.0994,
      "task_mode_augmentation_upside": 0.0674,
      "task_mode_concentration": 0.2546,
      "v5_effective_augmentation": 0.1344,
      "v5_demand_fragility": 0.1213,
      "v5_reallocation_capacity": 0.7751,
      "v5_concentration_adjustment": 1.0218,
      "v5_structural_risk_p10": 0.1147,
      "v5_structural_risk": 0.1411,
      "v5_structural_risk_p90": 0.1675,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1512,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5549,
      "v5_adaptation_capacity": 0.4275,
      "v5_adaptation_buffer": 0.0855,
      "v5_transition_adjusted_risk": 0.129,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.01,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": -0.0213,
      "delta_vs_live_transition": -0.0334,
      "best_transition": {
        "to_ssoc": "12213",
        "to_title": "Regional sales manager",
        "composite": 0.7449,
        "observed_transition_rate": null,
        "destination_quality": 0.556,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5766
      },
      "realization_scalar": 0.0841,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12242",
      "title": "Call centre manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3,
      "live_risk_band": "high",
      "live_augmentation": 0.1494,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4837,
      "posterior_exposure_p50": 0.6085,
      "posterior_exposure_p90": 0.7333,
      "posterior_interval_width_80": 0.2496,
      "v5_structural_exposure_p10": 0.4831,
      "v5_structural_exposure": 0.6079,
      "v5_structural_exposure_p90": 0.7327,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0638,
      "v5_demand_fragility": 0.1255,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0226,
      "v5_structural_risk_p10": 0.2235,
      "v5_structural_risk": 0.2813,
      "v5_structural_risk_p90": 0.339,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0743,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6392,
      "v5_adaptation_capacity": 0.39,
      "v5_adaptation_buffer": 0.078,
      "v5_transition_adjusted_risk": 0.2593,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0692,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0187,
      "delta_vs_live_transition": -0.0407,
      "best_transition": {
        "to_ssoc": "12230",
        "to_title": "Research and development manager",
        "composite": 0.7292,
        "observed_transition_rate": null,
        "destination_quality": 0.621,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6518
      },
      "realization_scalar": 0.2884,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "14122",
      "title": "Catering manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.126,
      "live_risk_band": "low",
      "live_augmentation": 0.1512,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3909,
      "posterior_exposure_p50": 0.5262,
      "posterior_exposure_p90": 0.6616,
      "posterior_interval_width_80": 0.2707,
      "v5_structural_exposure_p10": 0.4274,
      "v5_structural_exposure": 0.5627,
      "v5_structural_exposure_p90": 0.6981,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0633,
      "v5_demand_fragility": 0.1768,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0318,
      "v5_structural_risk_p10": 0.113,
      "v5_structural_risk": 0.1488,
      "v5_structural_risk_p90": 0.1846,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0737,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5786,
      "v5_adaptation_capacity": 0.3601,
      "v5_adaptation_buffer": 0.072,
      "v5_transition_adjusted_risk": 0.138,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0299,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0228,
      "delta_vs_live_transition": 0.012,
      "best_transition": {
        "to_ssoc": "14110",
        "to_title": "Hotel operations/Lodging services manager",
        "composite": 0.6062,
        "observed_transition_rate": null,
        "destination_quality": 0.5577,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.6392
      },
      "realization_scalar": 0.2319,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13301",
      "title": "Chief information officer/Chief technology officer/Chief security officer",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0045,
      "live_risk_band": "very_low",
      "live_augmentation": 0.444,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4141,
      "posterior_exposure_p50": 0.5495,
      "posterior_exposure_p90": 0.6848,
      "posterior_interval_width_80": 0.2707,
      "v5_structural_exposure_p10": 0.5116,
      "v5_structural_exposure": 0.647,
      "v5_structural_exposure_p90": 0.7823,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3357,
      "task_mode_copilot_share": 0.3451,
      "task_mode_human_led_share": 0.3192,
      "task_mode_effective_coverage": 0.2788,
      "task_mode_automation_pressure": 0.1435,
      "task_mode_augmentation_upside": 0.069,
      "task_mode_concentration": 0.2025,
      "v5_effective_augmentation": 0.1608,
      "v5_demand_fragility": 0.1336,
      "v5_reallocation_capacity": 0.8177,
      "v5_concentration_adjustment": 1.024,
      "v5_structural_risk_p10": 0.0038,
      "v5_structural_risk": 0.0048,
      "v5_structural_risk_p90": 0.0059,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1837,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5062,
      "v5_adaptation_capacity": 0.4214,
      "v5_adaptation_buffer": 0.0843,
      "v5_transition_adjusted_risk": 0.0044,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0008,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": 0.0003,
      "delta_vs_live_transition": -0.0001,
      "best_transition": {
        "to_ssoc": "13302",
        "to_title": "Software and applications manager",
        "composite": 0.7201,
        "observed_transition_rate": null,
        "destination_quality": 0.523,
        "wage_preservation": 0.7064,
        "training_ease": 0,
        "empirical_priority": 0.5114
      },
      "realization_scalar": 0.1959,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "11203",
      "title": "Chief operating officer/General Manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0307,
      "live_risk_band": "very_low",
      "live_augmentation": 0.3602,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.459,
      "posterior_exposure_p50": 0.5856,
      "posterior_exposure_p90": 0.7122,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.4688,
      "v5_structural_exposure": 0.5954,
      "v5_structural_exposure_p90": 0.722,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.117,
      "v5_demand_fragility": 0.0999,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.018,
      "v5_structural_risk_p10": 0.0239,
      "v5_structural_risk": 0.0304,
      "v5_structural_risk_p90": 0.0368,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1408,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5504,
      "v5_adaptation_capacity": 0.3717,
      "v5_adaptation_buffer": 0.0743,
      "v5_transition_adjusted_risk": 0.0281,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.002,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0003,
      "delta_vs_live_transition": -0.0026,
      "best_transition": {
        "to_ssoc": "11201",
        "to_title": "Managing director/Chief executive officer",
        "composite": 0.7528,
        "observed_transition_rate": null,
        "destination_quality": 0.5629,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5762
      },
      "realization_scalar": 0.0764,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13492",
      "title": "Community, partnership and relations manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0841,
      "live_risk_band": "low",
      "live_augmentation": 0.2239,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.4594,
      "posterior_exposure_p50": 0.5873,
      "posterior_exposure_p90": 0.7152,
      "posterior_interval_width_80": 0.2558,
      "v5_structural_exposure_p10": 0.4594,
      "v5_structural_exposure": 0.5873,
      "v5_structural_exposure_p90": 0.7152,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.1001,
      "v5_demand_fragility": 0.4872,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0877,
      "v5_structural_risk_p10": 0.0649,
      "v5_structural_risk": 0.083,
      "v5_structural_risk_p90": 0.101,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1001,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5793,
      "v5_adaptation_capacity": 0.3793,
      "v5_adaptation_buffer": 0.0759,
      "v5_transition_adjusted_risk": 0.0767,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.019,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0011,
      "delta_vs_live_transition": -0.0074,
      "best_transition": {
        "to_ssoc": "13420",
        "to_title": "Health services manager",
        "composite": 0.6478,
        "observed_transition_rate": null,
        "destination_quality": 0.5257,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.592
      },
      "realization_scalar": 0.2487,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "11202",
      "title": "Company director",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0329,
      "live_risk_band": "very_low",
      "live_augmentation": 0.4203,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4617,
      "posterior_exposure_p50": 0.5883,
      "posterior_exposure_p90": 0.7149,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.4945,
      "v5_structural_exposure": 0.6211,
      "v5_structural_exposure_p90": 0.7477,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3023,
      "task_mode_copilot_share": 0.3736,
      "task_mode_human_led_share": 0.324,
      "task_mode_effective_coverage": 0.1249,
      "task_mode_automation_pressure": 0.0626,
      "task_mode_augmentation_upside": 0.0325,
      "task_mode_concentration": 0.291,
      "v5_effective_augmentation": 0.1379,
      "v5_demand_fragility": 0.0845,
      "v5_reallocation_capacity": 0.7395,
      "v5_concentration_adjustment": 1.0152,
      "v5_structural_risk_p10": 0.0247,
      "v5_structural_risk": 0.031,
      "v5_structural_risk_p90": 0.0373,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1643,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5615,
      "v5_adaptation_capacity": 0.4271,
      "v5_adaptation_buffer": 0.0854,
      "v5_transition_adjusted_risk": 0.0283,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0068,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": -0.0019,
      "delta_vs_live_transition": -0.0046,
      "best_transition": {
        "to_ssoc": "11201",
        "to_title": "Managing director/Chief executive officer",
        "composite": 0.753,
        "observed_transition_rate": null,
        "destination_quality": 0.5632,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5775
      },
      "realization_scalar": 0.2634,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13230",
      "title": "Construction manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0674,
      "live_risk_band": "low",
      "live_augmentation": 0.2556,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4337,
      "posterior_exposure_p50": 0.569,
      "posterior_exposure_p90": 0.7044,
      "posterior_interval_width_80": 0.2707,
      "v5_structural_exposure_p10": 0.4283,
      "v5_structural_exposure": 0.5636,
      "v5_structural_exposure_p90": 0.699,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2678,
      "task_mode_copilot_share": 0.4094,
      "task_mode_human_led_share": 0.3228,
      "task_mode_effective_coverage": 0.0634,
      "task_mode_automation_pressure": 0.0311,
      "task_mode_augmentation_upside": 0.0172,
      "task_mode_concentration": 0.5001,
      "v5_effective_augmentation": 0.0826,
      "v5_demand_fragility": 0.1172,
      "v5_reallocation_capacity": 0.5548,
      "v5_concentration_adjustment": 1.0211,
      "v5_structural_risk_p10": 0.0518,
      "v5_structural_risk": 0.0682,
      "v5_structural_risk_p90": 0.0846,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0989,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5419,
      "v5_adaptation_capacity": 0.3729,
      "v5_adaptation_buffer": 0.0746,
      "v5_transition_adjusted_risk": 0.0631,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0175,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0008,
      "delta_vs_live_transition": -0.0043,
      "best_transition": {
        "to_ssoc": "13244",
        "to_title": "Postal service manager",
        "composite": 0.6745,
        "observed_transition_rate": null,
        "destination_quality": 0.4824,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5336
      },
      "realization_scalar": 0.3004,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12241",
      "title": "Customer service manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2118,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1227,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4712,
      "posterior_exposure_p50": 0.5959,
      "posterior_exposure_p90": 0.7207,
      "posterior_interval_width_80": 0.2495,
      "v5_structural_exposure_p10": 0.285,
      "v5_structural_exposure": 0.4097,
      "v5_structural_exposure_p90": 0.5345,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0454,
      "v5_demand_fragility": 0.0872,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0157,
      "v5_structural_risk_p10": 0.1273,
      "v5_structural_risk": 0.183,
      "v5_structural_risk_p90": 0.2388,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0568,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6376,
      "v5_adaptation_capacity": 0.4542,
      "v5_adaptation_buffer": 0.0908,
      "v5_transition_adjusted_risk": 0.1664,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0394,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0288,
      "delta_vs_live_transition": -0.0454,
      "best_transition": {
        "to_ssoc": "12230",
        "to_title": "Research and development manager",
        "composite": 0.7027,
        "observed_transition_rate": null,
        "destination_quality": 0.5899,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.635
      },
      "realization_scalar": 0.2583,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "14391",
      "title": "Event manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1065,
      "live_risk_band": "low",
      "live_augmentation": 0.1994,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4339,
      "posterior_exposure_p50": 0.5672,
      "posterior_exposure_p90": 0.7004,
      "posterior_interval_width_80": 0.2665,
      "v5_structural_exposure_p10": 0.4519,
      "v5_structural_exposure": 0.5852,
      "v5_structural_exposure_p90": 0.7184,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0767,
      "v5_demand_fragility": 0.1768,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0318,
      "v5_structural_risk_p10": 0.0866,
      "v5_structural_risk": 0.1122,
      "v5_structural_risk_p90": 0.1377,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0904,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5366,
      "v5_adaptation_capacity": 0.3464,
      "v5_adaptation_buffer": 0.0693,
      "v5_transition_adjusted_risk": 0.1044,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0218,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0057,
      "delta_vs_live_transition": -0.0021,
      "best_transition": {
        "to_ssoc": "14392",
        "to_title": "Travel agency manager",
        "composite": 0.7015,
        "observed_transition_rate": null,
        "destination_quality": 0.5095,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5458
      },
      "realization_scalar": 0.2235,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13463",
      "title": "Financial risk manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2477,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2622,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.483,
      "posterior_exposure_p50": 0.6121,
      "posterior_exposure_p90": 0.7411,
      "posterior_interval_width_80": 0.2581,
      "v5_structural_exposure_p10": 0.5338,
      "v5_structural_exposure": 0.6629,
      "v5_structural_exposure_p90": 0.7919,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3173,
      "task_mode_copilot_share": 0.3622,
      "task_mode_human_led_share": 0.3205,
      "task_mode_effective_coverage": 0.2078,
      "task_mode_automation_pressure": 0.1055,
      "task_mode_augmentation_upside": 0.0528,
      "task_mode_concentration": 0.0701,
      "v5_effective_augmentation": 0.1159,
      "v5_demand_fragility": 0.1067,
      "v5_reallocation_capacity": 0.9371,
      "v5_concentration_adjustment": 1.0192,
      "v5_structural_risk_p10": 0.1841,
      "v5_structural_risk": 0.2286,
      "v5_structural_risk_p90": 0.2731,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1317,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.519,
      "v5_adaptation_capacity": 0.4253,
      "v5_adaptation_buffer": 0.0851,
      "v5_transition_adjusted_risk": 0.2092,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0565,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0191,
      "delta_vs_live_transition": -0.0385,
      "best_transition": {
        "to_ssoc": "24135",
        "to_title": "Financial product structurer",
        "composite": 0.5748,
        "observed_transition_rate": null,
        "destination_quality": 0.4489,
        "wage_preservation": 0.9533,
        "training_ease": 0.3,
        "empirical_priority": 0.5371
      },
      "realization_scalar": 0.2931,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13461",
      "title": "Financial services manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2556,
      "live_risk_band": "moderate",
      "live_augmentation": 0.236,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4831,
      "posterior_exposure_p50": 0.6122,
      "posterior_exposure_p90": 0.7413,
      "posterior_interval_width_80": 0.2582,
      "v5_structural_exposure_p10": 0.5343,
      "v5_structural_exposure": 0.6634,
      "v5_structural_exposure_p90": 0.7925,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3173,
      "task_mode_copilot_share": 0.3622,
      "task_mode_human_led_share": 0.3205,
      "task_mode_effective_coverage": 0.2078,
      "task_mode_automation_pressure": 0.1055,
      "task_mode_augmentation_upside": 0.0528,
      "task_mode_concentration": 0.0701,
      "v5_effective_augmentation": 0.1058,
      "v5_demand_fragility": 0.1067,
      "v5_reallocation_capacity": 0.9371,
      "v5_concentration_adjustment": 1.0192,
      "v5_structural_risk_p10": 0.1897,
      "v5_structural_risk": 0.2355,
      "v5_structural_risk_p90": 0.2813,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.119,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.563,
      "v5_adaptation_capacity": 0.4397,
      "v5_adaptation_buffer": 0.0879,
      "v5_transition_adjusted_risk": 0.2148,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0665,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0201,
      "delta_vs_live_transition": -0.0408,
      "best_transition": {
        "to_ssoc": "13463",
        "to_title": "Financial risk manager",
        "composite": 0.7391,
        "observed_transition_rate": null,
        "destination_quality": 0.549,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5662
      },
      "realization_scalar": 0.3358,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "14123",
      "title": "Food and beverage operations manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1221,
      "live_risk_band": "low",
      "live_augmentation": 0.1804,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.391,
      "posterior_exposure_p50": 0.5264,
      "posterior_exposure_p90": 0.6617,
      "posterior_interval_width_80": 0.2707,
      "v5_structural_exposure_p10": 0.4279,
      "v5_structural_exposure": 0.5633,
      "v5_structural_exposure_p90": 0.6986,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0742,
      "v5_demand_fragility": 0.1768,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0318,
      "v5_structural_risk_p10": 0.1092,
      "v5_structural_risk": 0.1438,
      "v5_structural_risk_p90": 0.1783,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0873,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5494,
      "v5_adaptation_capacity": 0.3512,
      "v5_adaptation_buffer": 0.0702,
      "v5_transition_adjusted_risk": 0.1337,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0184,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0217,
      "delta_vs_live_transition": 0.0116,
      "best_transition": {
        "to_ssoc": "14110",
        "to_title": "Hotel operations/Lodging services manager",
        "composite": 0.5961,
        "observed_transition_rate": null,
        "destination_quality": 0.5458,
        "wage_preservation": 0.9402,
        "training_ease": 0.6,
        "empirical_priority": 0.6199
      },
      "realization_scalar": 0.1474,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13420",
      "title": "Health services manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1171,
      "live_risk_band": "low",
      "live_augmentation": 0.264,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4346,
      "posterior_exposure_p50": 0.57,
      "posterior_exposure_p90": 0.7053,
      "posterior_interval_width_80": 0.2707,
      "v5_structural_exposure_p10": 0.4306,
      "v5_structural_exposure": 0.566,
      "v5_structural_exposure_p90": 0.7013,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3952,
      "task_mode_copilot_share": 0.3586,
      "task_mode_human_led_share": 0.2462,
      "task_mode_effective_coverage": 0.0627,
      "task_mode_automation_pressure": 0.035,
      "task_mode_augmentation_upside": 0.0129,
      "task_mode_concentration": 0.5568,
      "v5_effective_augmentation": 0.0854,
      "v5_demand_fragility": 0.1203,
      "v5_reallocation_capacity": 0.4937,
      "v5_concentration_adjustment": 1.0217,
      "v5_structural_risk_p10": 0.0913,
      "v5_structural_risk": 0.12,
      "v5_structural_risk_p90": 0.1487,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1035,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5088,
      "v5_adaptation_capacity": 0.3512,
      "v5_adaptation_buffer": 0.0702,
      "v5_transition_adjusted_risk": 0.1116,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0259,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0029,
      "delta_vs_live_transition": -0.0055,
      "best_transition": {
        "to_ssoc": "13462",
        "to_title": "Insurance services manager",
        "composite": 0.6129,
        "observed_transition_rate": null,
        "destination_quality": 0.5614,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.6301
      },
      "realization_scalar": 0.251,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "14110",
      "title": "Hotel operations/Lodging services manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0451,
      "live_risk_band": "very_low",
      "live_augmentation": 0.237,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4382,
      "posterior_exposure_p50": 0.5648,
      "posterior_exposure_p90": 0.6914,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.4591,
      "v5_structural_exposure": 0.5857,
      "v5_structural_exposure_p90": 0.7123,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.086,
      "v5_demand_fragility": 0.1768,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0318,
      "v5_structural_risk_p10": 0.0376,
      "v5_structural_risk": 0.0479,
      "v5_structural_risk_p90": 0.0583,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1021,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4986,
      "v5_adaptation_capacity": 0.3328,
      "v5_adaptation_buffer": 0.0666,
      "v5_transition_adjusted_risk": 0.0447,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0092,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0028,
      "delta_vs_live_transition": -0.0004,
      "best_transition": {
        "to_ssoc": "14324",
        "to_title": "Wellness centre manager (e.g. hair/beauty/slimming/spa/manicure/massage)",
        "composite": 0.6224,
        "observed_transition_rate": null,
        "destination_quality": 0.4273,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.4955
      },
      "realization_scalar": 0.2198,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13304",
      "title": "ICT service manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0025,
      "live_risk_band": "very_low",
      "live_augmentation": 0.2074,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3965,
      "posterior_exposure_p50": 0.5318,
      "posterior_exposure_p90": 0.6671,
      "posterior_interval_width_80": 0.2706,
      "v5_structural_exposure_p10": 0.2393,
      "v5_structural_exposure": 0.3746,
      "v5_structural_exposure_p90": 0.5099,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.065,
      "v5_demand_fragility": 0.0974,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0175,
      "v5_structural_risk_p10": 0.0019,
      "v5_structural_risk": 0.0029,
      "v5_structural_risk_p90": 0.004,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0813,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5996,
      "v5_adaptation_capacity": 0.4453,
      "v5_adaptation_buffer": 0.0891,
      "v5_transition_adjusted_risk": 0.0026,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0009,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0004,
      "delta_vs_live_transition": 0.0001,
      "best_transition": {
        "to_ssoc": "13302",
        "to_title": "Software and applications manager",
        "composite": 0.7639,
        "observed_transition_rate": null,
        "destination_quality": 0.5745,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5938
      },
      "realization_scalar": 0.3764,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12122",
      "title": "Industrial relations manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1505,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2973,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.4609,
      "posterior_exposure_p50": 0.5977,
      "posterior_exposure_p90": 0.7344,
      "posterior_interval_width_80": 0.2735,
      "v5_structural_exposure_p10": 0.4609,
      "v5_structural_exposure": 0.5977,
      "v5_structural_exposure_p90": 0.7344,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.1448,
      "v5_demand_fragility": 0.4359,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0785,
      "v5_structural_risk_p10": 0.1092,
      "v5_structural_risk": 0.1416,
      "v5_structural_risk_p90": 0.1739,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1448,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5923,
      "v5_adaptation_capacity": 0.4061,
      "v5_adaptation_buffer": 0.0812,
      "v5_transition_adjusted_risk": 0.1301,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0345,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": -0.0089,
      "delta_vs_live_transition": -0.0204,
      "best_transition": {
        "to_ssoc": "12133",
        "to_title": "Risk management manager",
        "composite": 0.7449,
        "observed_transition_rate": null,
        "destination_quality": 0.5603,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5841
      },
      "realization_scalar": 0.2685,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13462",
      "title": "Insurance services manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1568,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1594,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4665,
      "posterior_exposure_p50": 0.5956,
      "posterior_exposure_p90": 0.7246,
      "posterior_interval_width_80": 0.2581,
      "v5_structural_exposure_p10": 0.2806,
      "v5_structural_exposure": 0.4097,
      "v5_structural_exposure_p90": 0.5387,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0511,
      "v5_demand_fragility": 0.0974,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0175,
      "v5_structural_risk_p10": 0.0975,
      "v5_structural_risk": 0.1423,
      "v5_structural_risk_p90": 0.1871,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0639,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5786,
      "v5_adaptation_capacity": 0.4319,
      "v5_adaptation_buffer": 0.0864,
      "v5_transition_adjusted_risk": 0.13,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0317,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0145,
      "delta_vs_live_transition": -0.0268,
      "best_transition": {
        "to_ssoc": "13420",
        "to_title": "Health services manager",
        "composite": 0.6207,
        "observed_transition_rate": null,
        "destination_quality": 0.5699,
        "wage_preservation": 0.9401,
        "training_ease": 0.6,
        "empirical_priority": 0.6339
      },
      "realization_scalar": 0.2649,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12192",
      "title": "Landscape manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0789,
      "live_risk_band": "low",
      "live_augmentation": 0.2912,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.471,
      "posterior_exposure_p50": 0.5976,
      "posterior_exposure_p90": 0.7242,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.4774,
      "v5_structural_exposure": 0.604,
      "v5_structural_exposure_p90": 0.7306,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0976,
      "v5_demand_fragility": 0.1255,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0226,
      "v5_structural_risk_p10": 0.0601,
      "v5_structural_risk": 0.076,
      "v5_structural_risk_p90": 0.092,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1166,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5822,
      "v5_adaptation_capacity": 0.3774,
      "v5_adaptation_buffer": 0.0755,
      "v5_transition_adjusted_risk": 0.0703,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0161,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0029,
      "delta_vs_live_transition": -0.0086,
      "best_transition": {
        "to_ssoc": "12194",
        "to_title": "Security manager",
        "composite": 0.7356,
        "observed_transition_rate": null,
        "destination_quality": 0.546,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5753
      },
      "realization_scalar": 0.2478,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "11201",
      "title": "Managing director/Chief executive officer",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0323,
      "live_risk_band": "very_low",
      "live_augmentation": 0.4477,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4617,
      "posterior_exposure_p50": 0.5883,
      "posterior_exposure_p90": 0.7149,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.5022,
      "v5_structural_exposure": 0.6288,
      "v5_structural_exposure_p90": 0.7554,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3023,
      "task_mode_copilot_share": 0.3736,
      "task_mode_human_led_share": 0.324,
      "task_mode_effective_coverage": 0.1249,
      "task_mode_automation_pressure": 0.0626,
      "task_mode_augmentation_upside": 0.0325,
      "task_mode_concentration": 0.291,
      "v5_effective_augmentation": 0.1463,
      "v5_demand_fragility": 0.0845,
      "v5_reallocation_capacity": 0.7395,
      "v5_concentration_adjustment": 1.0152,
      "v5_structural_risk_p10": 0.0245,
      "v5_structural_risk": 0.0307,
      "v5_structural_risk_p90": 0.0369,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1747,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5427,
      "v5_adaptation_capacity": 0.4221,
      "v5_adaptation_buffer": 0.0844,
      "v5_transition_adjusted_risk": 0.0281,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0031,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": -0.0016,
      "delta_vs_live_transition": -0.0042,
      "best_transition": {
        "to_ssoc": "11203",
        "to_title": "Chief operating officer/General Manager",
        "composite": 0.7331,
        "observed_transition_rate": null,
        "destination_quality": 0.5421,
        "wage_preservation": 0.9808,
        "training_ease": 0,
        "empirical_priority": 0.5618
      },
      "realization_scalar": 0.1185,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13210",
      "title": "Manufacturing manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0731,
      "live_risk_band": "low",
      "live_augmentation": 0.2688,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4584,
      "posterior_exposure_p50": 0.585,
      "posterior_exposure_p90": 0.7116,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.4706,
      "v5_structural_exposure": 0.5972,
      "v5_structural_exposure_p90": 0.7238,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0878,
      "v5_demand_fragility": 0.1358,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0244,
      "v5_structural_risk_p10": 0.0575,
      "v5_structural_risk": 0.0729,
      "v5_structural_risk_p90": 0.0884,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1043,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5359,
      "v5_adaptation_capacity": 0.352,
      "v5_adaptation_buffer": 0.0704,
      "v5_transition_adjusted_risk": 0.0678,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0189,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0002,
      "delta_vs_live_transition": -0.0053,
      "best_transition": {
        "to_ssoc": "13292",
        "to_title": "Quality control/assurance manager",
        "composite": 0.6743,
        "observed_transition_rate": null,
        "destination_quality": 0.4821,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5329
      },
      "realization_scalar": 0.3005,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12222",
      "title": "Marketing manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1309,
      "live_risk_band": "low",
      "live_augmentation": 0.3624,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4879,
      "posterior_exposure_p50": 0.6145,
      "posterior_exposure_p90": 0.7411,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.5313,
      "v5_structural_exposure": 0.6579,
      "v5_structural_exposure_p90": 0.7845,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.278,
      "task_mode_copilot_share": 0.3792,
      "task_mode_human_led_share": 0.3428,
      "task_mode_effective_coverage": 0.1825,
      "task_mode_automation_pressure": 0.0888,
      "task_mode_augmentation_upside": 0.0502,
      "task_mode_concentration": 0.2265,
      "v5_effective_augmentation": 0.1404,
      "v5_demand_fragility": 0.1131,
      "v5_reallocation_capacity": 0.798,
      "v5_concentration_adjustment": 1.0204,
      "v5_structural_risk_p10": 0.0959,
      "v5_structural_risk": 0.1187,
      "v5_structural_risk_p90": 0.1416,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1629,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5413,
      "v5_adaptation_capacity": 0.4261,
      "v5_adaptation_buffer": 0.0852,
      "v5_transition_adjusted_risk": 0.1086,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0122,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": -0.0122,
      "delta_vs_live_transition": -0.0223,
      "best_transition": {
        "to_ssoc": "12213",
        "to_title": "Regional sales manager",
        "composite": 0.6754,
        "observed_transition_rate": null,
        "destination_quality": 0.4825,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5362
      },
      "realization_scalar": 0.1216,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13493",
      "title": "Media and broadcasting manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0825,
      "live_risk_band": "low",
      "live_augmentation": 0.2087,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4612,
      "posterior_exposure_p50": 0.5878,
      "posterior_exposure_p90": 0.7144,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.4562,
      "v5_structural_exposure": 0.5828,
      "v5_structural_exposure_p90": 0.7094,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3292,
      "task_mode_copilot_share": 0.3721,
      "task_mode_human_led_share": 0.2987,
      "task_mode_effective_coverage": 0.0715,
      "task_mode_automation_pressure": 0.0371,
      "task_mode_augmentation_upside": 0.0174,
      "task_mode_concentration": 0.1223,
      "v5_effective_augmentation": 0.0668,
      "v5_demand_fragility": 0.103,
      "v5_reallocation_capacity": 0.89,
      "v5_concentration_adjustment": 1.0185,
      "v5_structural_risk_p10": 0.0608,
      "v5_structural_risk": 0.0777,
      "v5_structural_risk_p90": 0.0945,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0791,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5835,
      "v5_adaptation_capacity": 0.4267,
      "v5_adaptation_buffer": 0.0853,
      "v5_transition_adjusted_risk": 0.071,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0163,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0048,
      "delta_vs_live_transition": -0.0115,
      "best_transition": {
        "to_ssoc": "13420",
        "to_title": "Health services manager",
        "composite": 0.6478,
        "observed_transition_rate": null,
        "destination_quality": 0.5257,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5927
      },
      "realization_scalar": 0.2495,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12214",
      "title": "Merchandising/Category manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1431,
      "live_risk_band": "low",
      "live_augmentation": 0.2976,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5021,
      "posterior_exposure_p50": 0.6287,
      "posterior_exposure_p90": 0.7552,
      "posterior_interval_width_80": 0.2531,
      "v5_structural_exposure_p10": 0.4946,
      "v5_structural_exposure": 0.6212,
      "v5_structural_exposure_p90": 0.7477,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.1021,
      "v5_demand_fragility": 0.1255,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0226,
      "v5_structural_risk_p10": 0.1027,
      "v5_structural_risk": 0.129,
      "v5_structural_risk_p90": 0.1552,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1222,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.568,
      "v5_adaptation_capacity": 0.3727,
      "v5_adaptation_buffer": 0.0745,
      "v5_transition_adjusted_risk": 0.1194,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0297,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0141,
      "delta_vs_live_transition": -0.0237,
      "best_transition": {
        "to_ssoc": "12230",
        "to_title": "Research and development manager",
        "composite": 0.7121,
        "observed_transition_rate": null,
        "destination_quality": 0.525,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5606
      },
      "realization_scalar": 0.2687,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13303",
      "title": "Network, communications and infrastructure manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0039,
      "live_risk_band": "very_low",
      "live_augmentation": 0.3322,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4089,
      "posterior_exposure_p50": 0.5442,
      "posterior_exposure_p90": 0.6795,
      "posterior_interval_width_80": 0.2706,
      "v5_structural_exposure_p10": 0.4395,
      "v5_structural_exposure": 0.5748,
      "v5_structural_exposure_p90": 0.7101,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.1123,
      "v5_demand_fragility": 0.1358,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0244,
      "v5_structural_risk_p10": 0.0034,
      "v5_structural_risk": 0.0045,
      "v5_structural_risk_p90": 0.0055,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1349,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5884,
      "v5_adaptation_capacity": 0.3857,
      "v5_adaptation_buffer": 0.0771,
      "v5_transition_adjusted_risk": 0.0041,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0007,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0006,
      "delta_vs_live_transition": 0.0002,
      "best_transition": {
        "to_ssoc": "13302",
        "to_title": "Software and applications manager",
        "composite": 0.7639,
        "observed_transition_rate": null,
        "destination_quality": 0.5745,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5923
      },
      "realization_scalar": 0.1951,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12215",
      "title": "Online sales channel manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1355,
      "live_risk_band": "low",
      "live_augmentation": 0.2552,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4997,
      "posterior_exposure_p50": 0.6263,
      "posterior_exposure_p90": 0.7529,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.4637,
      "v5_structural_exposure": 0.5903,
      "v5_structural_exposure_p90": 0.7169,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3232,
      "task_mode_copilot_share": 0.3408,
      "task_mode_human_led_share": 0.3359,
      "task_mode_effective_coverage": 0.0614,
      "task_mode_automation_pressure": 0.0309,
      "task_mode_augmentation_upside": 0.0158,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.094,
      "v5_demand_fragility": 0.1263,
      "v5_reallocation_capacity": 0.1015,
      "v5_concentration_adjustment": 1.0227,
      "v5_structural_risk_p10": 0.0981,
      "v5_structural_risk": 0.1249,
      "v5_structural_risk_p90": 0.1517,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1135,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5718,
      "v5_adaptation_capacity": 0.3353,
      "v5_adaptation_buffer": 0.0671,
      "v5_transition_adjusted_risk": 0.1165,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0137,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0106,
      "delta_vs_live_transition": -0.019,
      "best_transition": {
        "to_ssoc": "12213",
        "to_title": "Regional sales manager",
        "composite": 0.7368,
        "observed_transition_rate": null,
        "destination_quality": 0.5465,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5736
      },
      "realization_scalar": 0.1268,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12121",
      "title": "Personnel/Human resource manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1039,
      "live_risk_band": "low",
      "live_augmentation": 0.1895,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4509,
      "posterior_exposure_p50": 0.5863,
      "posterior_exposure_p90": 0.7216,
      "posterior_interval_width_80": 0.2707,
      "v5_structural_exposure_p10": 0.2692,
      "v5_structural_exposure": 0.4046,
      "v5_structural_exposure_p90": 0.5399,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0673,
      "v5_demand_fragility": 0.0872,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0157,
      "v5_structural_risk_p10": 0.061,
      "v5_structural_risk": 0.0917,
      "v5_structural_risk_p90": 0.1224,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0841,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5004,
      "v5_adaptation_capacity": 0.4064,
      "v5_adaptation_buffer": 0.0813,
      "v5_transition_adjusted_risk": 0.0843,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0127,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0122,
      "delta_vs_live_transition": -0.0196,
      "best_transition": {
        "to_ssoc": "12133",
        "to_title": "Risk management manager",
        "composite": 0.5309,
        "observed_transition_rate": null,
        "destination_quality": 0.4959,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.4975
      },
      "realization_scalar": 0.1648,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12131",
      "title": "Policy manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.011,
      "live_risk_band": "very_low",
      "live_augmentation": 0.3347,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4024,
      "posterior_exposure_p50": 0.529,
      "posterior_exposure_p90": 0.6556,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.4398,
      "v5_structural_exposure": 0.5664,
      "v5_structural_exposure_p90": 0.693,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.1103,
      "v5_demand_fragility": 0.1255,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0226,
      "v5_structural_risk_p10": 0.0098,
      "v5_structural_risk": 0.0126,
      "v5_structural_risk_p90": 0.0154,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1324,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5617,
      "v5_adaptation_capacity": 0.3731,
      "v5_adaptation_buffer": 0.0746,
      "v5_transition_adjusted_risk": 0.0116,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0023,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0016,
      "delta_vs_live_transition": 0.0006,
      "best_transition": {
        "to_ssoc": "12132",
        "to_title": "Strategic planning manager",
        "composite": 0.7622,
        "observed_transition_rate": null,
        "destination_quality": 0.5727,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5857
      },
      "realization_scalar": 0.2164,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13245",
      "title": "Port/Shipping operations manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0634,
      "live_risk_band": "low",
      "live_augmentation": 0.2698,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4629,
      "posterior_exposure_p50": 0.5895,
      "posterior_exposure_p90": 0.7161,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.4733,
      "v5_structural_exposure": 0.5999,
      "v5_structural_exposure_p90": 0.7265,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0873,
      "v5_demand_fragility": 0.1358,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0244,
      "v5_structural_risk_p10": 0.0488,
      "v5_structural_risk": 0.0618,
      "v5_structural_risk_p90": 0.0748,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1037,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5584,
      "v5_adaptation_capacity": 0.3621,
      "v5_adaptation_buffer": 0.0724,
      "v5_transition_adjusted_risk": 0.0573,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0159,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0016,
      "delta_vs_live_transition": -0.0061,
      "best_transition": {
        "to_ssoc": "13242",
        "to_title": "Procurement/Purchasing manager",
        "composite": 0.7132,
        "observed_transition_rate": null,
        "destination_quality": 0.5209,
        "wage_preservation": 0.9623,
        "training_ease": 0,
        "empirical_priority": 0.5545
      },
      "realization_scalar": 0.2988,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13244",
      "title": "Postal service manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0424,
      "live_risk_band": "very_low",
      "live_augmentation": 0.2262,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4501,
      "posterior_exposure_p50": 0.5767,
      "posterior_exposure_p90": 0.7033,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.273,
      "v5_structural_exposure": 0.3996,
      "v5_structural_exposure_p90": 0.5262,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0666,
      "v5_demand_fragility": 0.0974,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0175,
      "v5_structural_risk_p10": 0.0268,
      "v5_structural_risk": 0.0392,
      "v5_structural_risk_p90": 0.0516,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0832,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5718,
      "v5_adaptation_capacity": 0.4346,
      "v5_adaptation_buffer": 0.0869,
      "v5_transition_adjusted_risk": 0.0358,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0099,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0032,
      "delta_vs_live_transition": -0.0066,
      "best_transition": {
        "to_ssoc": "13242",
        "to_title": "Procurement/Purchasing manager",
        "composite": 0.7188,
        "observed_transition_rate": null,
        "destination_quality": 0.5276,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5641
      },
      "realization_scalar": 0.3002,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12191",
      "title": "Premises and facilities maintenance manager (excluding building security manager)",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0567,
      "live_risk_band": "low",
      "live_augmentation": 0.2035,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4587,
      "posterior_exposure_p50": 0.5852,
      "posterior_exposure_p90": 0.7118,
      "posterior_interval_width_80": 0.2531,
      "v5_structural_exposure_p10": 0.2787,
      "v5_structural_exposure": 0.4052,
      "v5_structural_exposure_p90": 0.5318,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0623,
      "v5_demand_fragility": 0.0872,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0157,
      "v5_structural_risk_p10": 0.035,
      "v5_structural_risk": 0.0509,
      "v5_structural_risk_p90": 0.0668,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0779,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.577,
      "v5_adaptation_capacity": 0.4356,
      "v5_adaptation_buffer": 0.0871,
      "v5_transition_adjusted_risk": 0.0465,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0107,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0058,
      "delta_vs_live_transition": -0.0102,
      "best_transition": {
        "to_ssoc": "12194",
        "to_title": "Security manager",
        "composite": 0.7289,
        "observed_transition_rate": null,
        "destination_quality": 0.5382,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5702
      },
      "realization_scalar": 0.2511,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13410",
      "title": "Pre-school education manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1468,
      "live_risk_band": "low",
      "live_augmentation": 0.1727,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3579,
      "posterior_exposure_p50": 0.4932,
      "posterior_exposure_p90": 0.6285,
      "posterior_interval_width_80": 0.2706,
      "v5_structural_exposure_p10": 0.4414,
      "v5_structural_exposure": 0.5767,
      "v5_structural_exposure_p90": 0.712,
      "task_mode_blend_weight": 0.4438,
      "task_mode_matched_task_weight_share": 0.9877,
      "task_mode_delegable_share": 0.2724,
      "task_mode_copilot_share": 0.3658,
      "task_mode_human_led_share": 0.3618,
      "task_mode_effective_coverage": 0.1323,
      "task_mode_automation_pressure": 0.0632,
      "task_mode_augmentation_upside": 0.0376,
      "task_mode_concentration": 0.1283,
      "v5_effective_augmentation": 0.0687,
      "v5_demand_fragility": 0.1081,
      "v5_reallocation_capacity": 0.8857,
      "v5_concentration_adjustment": 1.0194,
      "v5_structural_risk_p10": 0.1371,
      "v5_structural_risk": 0.1791,
      "v5_structural_risk_p90": 0.2212,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0765,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6099,
      "v5_adaptation_capacity": 0.4386,
      "v5_adaptation_buffer": 0.0877,
      "v5_transition_adjusted_risk": 0.1634,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0394,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0323,
      "delta_vs_live_transition": 0.0166,
      "best_transition": {
        "to_ssoc": "13420",
        "to_title": "Health services manager",
        "composite": 0.6067,
        "observed_transition_rate": null,
        "destination_quality": 0.6041,
        "wage_preservation": 1,
        "training_ease": 0.8,
        "empirical_priority": 0.6853
      },
      "realization_scalar": 0.2614,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13242",
      "title": "Procurement/Purchasing manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0645,
      "live_risk_band": "low",
      "live_augmentation": 0.3141,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4637,
      "posterior_exposure_p50": 0.5903,
      "posterior_exposure_p90": 0.7169,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.4932,
      "v5_structural_exposure": 0.6198,
      "v5_structural_exposure_p90": 0.7464,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2818,
      "task_mode_copilot_share": 0.3256,
      "task_mode_human_led_share": 0.3927,
      "task_mode_effective_coverage": 0.1257,
      "task_mode_automation_pressure": 0.0595,
      "task_mode_augmentation_upside": 0.0366,
      "task_mode_concentration": 0.2585,
      "v5_effective_augmentation": 0.1095,
      "v5_demand_fragility": 0.1178,
      "v5_reallocation_capacity": 0.7694,
      "v5_concentration_adjustment": 1.0212,
      "v5_structural_risk_p10": 0.0494,
      "v5_structural_risk": 0.0621,
      "v5_structural_risk_p90": 0.0748,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1277,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5659,
      "v5_adaptation_capacity": 0.4208,
      "v5_adaptation_buffer": 0.0842,
      "v5_transition_adjusted_risk": 0.0569,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0055,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0024,
      "delta_vs_live_transition": -0.0076,
      "best_transition": {
        "to_ssoc": "13245",
        "to_title": "Port/Shipping operations manager",
        "composite": 0.7077,
        "observed_transition_rate": null,
        "destination_quality": 0.516,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5586
      },
      "realization_scalar": 0.1051,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13100",
      "title": "Production manager in agriculture and fisheries",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0171,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1156,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3178,
      "posterior_exposure_p50": 0.4479,
      "posterior_exposure_p90": 0.5779,
      "posterior_interval_width_80": 0.2601,
      "v5_structural_exposure_p10": 0.294,
      "v5_structural_exposure": 0.4241,
      "v5_structural_exposure_p90": 0.554,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3203,
      "task_mode_copilot_share": 0.3621,
      "task_mode_human_led_share": 0.3176,
      "task_mode_effective_coverage": 0.0125,
      "task_mode_automation_pressure": 0.0064,
      "task_mode_augmentation_upside": 0.0032,
      "task_mode_concentration": 0.3431,
      "v5_effective_augmentation": 0.038,
      "v5_demand_fragility": 0.1002,
      "v5_reallocation_capacity": 0.6918,
      "v5_concentration_adjustment": 1.018,
      "v5_structural_risk_p10": 0.0201,
      "v5_structural_risk": 0.029,
      "v5_structural_risk_p90": 0.0378,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0467,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5095,
      "v5_adaptation_capacity": 0.359,
      "v5_adaptation_buffer": 0.0718,
      "v5_transition_adjusted_risk": 0.0269,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.004,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0119,
      "delta_vs_live_transition": 0.0098,
      "best_transition": {
        "to_ssoc": "13292",
        "to_title": "Quality control/assurance manager",
        "composite": 0.6278,
        "observed_transition_rate": null,
        "destination_quality": 0.4329,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5011
      },
      "realization_scalar": 0.1619,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13292",
      "title": "Quality control/assurance manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0516,
      "live_risk_band": "low",
      "live_augmentation": 0.2542,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4355,
      "posterior_exposure_p50": 0.5633,
      "posterior_exposure_p90": 0.6911,
      "posterior_interval_width_80": 0.2556,
      "v5_structural_exposure_p10": 0.3599,
      "v5_structural_exposure": 0.4877,
      "v5_structural_exposure_p90": 0.6155,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3203,
      "task_mode_copilot_share": 0.3621,
      "task_mode_human_led_share": 0.3176,
      "task_mode_effective_coverage": 0.0125,
      "task_mode_automation_pressure": 0.0064,
      "task_mode_augmentation_upside": 0.0032,
      "task_mode_concentration": 0.3431,
      "v5_effective_augmentation": 0.0772,
      "v5_demand_fragility": 0.1002,
      "v5_reallocation_capacity": 0.6918,
      "v5_concentration_adjustment": 1.018,
      "v5_structural_risk_p10": 0.0381,
      "v5_structural_risk": 0.0516,
      "v5_structural_risk_p90": 0.0652,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0957,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5265,
      "v5_adaptation_capacity": 0.3812,
      "v5_adaptation_buffer": 0.0762,
      "v5_transition_adjusted_risk": 0.0477,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0069,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0,
      "delta_vs_live_transition": -0.0039,
      "best_transition": {
        "to_ssoc": "13291",
        "to_title": "Technical/Engineering services manager (excluding transport)",
        "composite": 0.7164,
        "observed_transition_rate": null,
        "destination_quality": 0.5245,
        "wage_preservation": 0.9543,
        "training_ease": 0,
        "empirical_priority": 0.5458
      },
      "realization_scalar": 0.1574,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12213",
      "title": "Regional sales manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1295,
      "live_risk_band": "low",
      "live_augmentation": 0.3057,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4997,
      "posterior_exposure_p50": 0.6263,
      "posterior_exposure_p90": 0.7529,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.465,
      "v5_structural_exposure": 0.5916,
      "v5_structural_exposure_p90": 0.7182,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3232,
      "task_mode_copilot_share": 0.3408,
      "task_mode_human_led_share": 0.3359,
      "task_mode_effective_coverage": 0.0614,
      "task_mode_automation_pressure": 0.0309,
      "task_mode_augmentation_upside": 0.0158,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.1117,
      "v5_demand_fragility": 0.1263,
      "v5_reallocation_capacity": 0.1015,
      "v5_concentration_adjustment": 1.0227,
      "v5_structural_risk_p10": 0.094,
      "v5_structural_risk": 0.1196,
      "v5_structural_risk_p90": 0.1452,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1357,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4921,
      "v5_adaptation_capacity": 0.3043,
      "v5_adaptation_buffer": 0.0609,
      "v5_transition_adjusted_risk": 0.1124,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0254,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0099,
      "delta_vs_live_transition": -0.0171,
      "best_transition": {
        "to_ssoc": "12230",
        "to_title": "Research and development manager",
        "composite": 0.6066,
        "observed_transition_rate": null,
        "destination_quality": 0.4945,
        "wage_preservation": 0.9905,
        "training_ease": 0,
        "empirical_priority": 0.5174
      },
      "realization_scalar": 0.2443,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12230",
      "title": "Research and development manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0334,
      "live_risk_band": "very_low",
      "live_augmentation": 0.3155,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3742,
      "posterior_exposure_p50": 0.5086,
      "posterior_exposure_p90": 0.643,
      "posterior_interval_width_80": 0.2688,
      "v5_structural_exposure_p10": 0.4746,
      "v5_structural_exposure": 0.609,
      "v5_structural_exposure_p90": 0.7434,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2327,
      "task_mode_copilot_share": 0.4045,
      "task_mode_human_led_share": 0.3627,
      "task_mode_effective_coverage": 0.2209,
      "task_mode_automation_pressure": 0.1025,
      "task_mode_augmentation_upside": 0.0659,
      "task_mode_concentration": 0.2546,
      "v5_effective_augmentation": 0.1193,
      "v5_demand_fragility": 0.1218,
      "v5_reallocation_capacity": 0.7747,
      "v5_concentration_adjustment": 1.0219,
      "v5_structural_risk_p10": 0.0304,
      "v5_structural_risk": 0.0391,
      "v5_structural_risk_p90": 0.0477,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1326,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.524,
      "v5_adaptation_capacity": 0.4087,
      "v5_adaptation_buffer": 0.0817,
      "v5_transition_adjusted_risk": 0.0359,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0088,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0057,
      "delta_vs_live_transition": 0.0025,
      "best_transition": {
        "to_ssoc": "12133",
        "to_title": "Risk management manager",
        "composite": 0.6697,
        "observed_transition_rate": null,
        "destination_quality": 0.4774,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5293
      },
      "realization_scalar": 0.2647,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "14121",
      "title": "Restaurant manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1292,
      "live_risk_band": "low",
      "live_augmentation": 0.1467,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3914,
      "posterior_exposure_p50": 0.5268,
      "posterior_exposure_p90": 0.6621,
      "posterior_interval_width_80": 0.2707,
      "v5_structural_exposure_p10": 0.4307,
      "v5_structural_exposure": 0.5661,
      "v5_structural_exposure_p90": 0.7014,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0615,
      "v5_demand_fragility": 0.1768,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0318,
      "v5_structural_risk_p10": 0.1148,
      "v5_structural_risk": 0.1509,
      "v5_structural_risk_p90": 0.187,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0714,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.594,
      "v5_adaptation_capacity": 0.3664,
      "v5_adaptation_buffer": 0.0733,
      "v5_transition_adjusted_risk": 0.1399,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0146,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0217,
      "delta_vs_live_transition": 0.0107,
      "best_transition": {
        "to_ssoc": "14110",
        "to_title": "Hotel operations/Lodging services manager",
        "composite": 0.6072,
        "observed_transition_rate": null,
        "destination_quality": 0.5588,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.642
      },
      "realization_scalar": 0.1118,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "14201",
      "title": "Retail manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1312,
      "live_risk_band": "low",
      "live_augmentation": 0.2186,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4646,
      "posterior_exposure_p50": 0.5999,
      "posterior_exposure_p90": 0.7352,
      "posterior_interval_width_80": 0.2706,
      "v5_structural_exposure_p10": 0.4712,
      "v5_structural_exposure": 0.6065,
      "v5_structural_exposure_p90": 0.7418,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0831,
      "v5_demand_fragility": 0.1768,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0318,
      "v5_structural_risk_p10": 0.099,
      "v5_structural_risk": 0.1275,
      "v5_structural_risk_p90": 0.1559,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0984,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5409,
      "v5_adaptation_capacity": 0.3509,
      "v5_adaptation_buffer": 0.0702,
      "v5_transition_adjusted_risk": 0.1185,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.025,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0037,
      "delta_vs_live_transition": -0.0127,
      "best_transition": {
        "to_ssoc": "14110",
        "to_title": "Hotel operations/Lodging services manager",
        "composite": 0.5978,
        "observed_transition_rate": null,
        "destination_quality": 0.4771,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5605
      },
      "realization_scalar": 0.2255,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12133",
      "title": "Risk management manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0106,
      "live_risk_band": "very_low",
      "live_augmentation": 0.3782,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4026,
      "posterior_exposure_p50": 0.5292,
      "posterior_exposure_p90": 0.6558,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.441,
      "v5_structural_exposure": 0.5676,
      "v5_structural_exposure_p90": 0.6942,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.1237,
      "v5_demand_fragility": 0.1255,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0226,
      "v5_structural_risk_p10": 0.0094,
      "v5_structural_risk": 0.0121,
      "v5_structural_risk_p90": 0.0148,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1492,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5591,
      "v5_adaptation_capacity": 0.3773,
      "v5_adaptation_buffer": 0.0755,
      "v5_transition_adjusted_risk": 0.0112,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0025,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": 0.0015,
      "delta_vs_live_transition": 0.0006,
      "best_transition": {
        "to_ssoc": "12132",
        "to_title": "Strategic planning manager",
        "composite": 0.7621,
        "observed_transition_rate": null,
        "destination_quality": 0.5726,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5847
      },
      "realization_scalar": 0.2445,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12211",
      "title": "Sales manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1358,
      "live_risk_band": "low",
      "live_augmentation": 0.2523,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4997,
      "posterior_exposure_p50": 0.6263,
      "posterior_exposure_p90": 0.7529,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.4651,
      "v5_structural_exposure": 0.5917,
      "v5_structural_exposure_p90": 0.7183,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3232,
      "task_mode_copilot_share": 0.3408,
      "task_mode_human_led_share": 0.3359,
      "task_mode_effective_coverage": 0.0614,
      "task_mode_automation_pressure": 0.0309,
      "task_mode_augmentation_upside": 0.0158,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0931,
      "v5_demand_fragility": 0.1263,
      "v5_reallocation_capacity": 0.1015,
      "v5_concentration_adjustment": 1.0227,
      "v5_structural_risk_p10": 0.0987,
      "v5_structural_risk": 0.1255,
      "v5_structural_risk_p90": 0.1524,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1124,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.579,
      "v5_adaptation_capacity": 0.3384,
      "v5_adaptation_buffer": 0.0677,
      "v5_transition_adjusted_risk": 0.117,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0161,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0103,
      "delta_vs_live_transition": -0.0188,
      "best_transition": {
        "to_ssoc": "12213",
        "to_title": "Regional sales manager",
        "composite": 0.7369,
        "observed_transition_rate": null,
        "destination_quality": 0.5466,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5747
      },
      "realization_scalar": 0.1485,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13451",
      "title": "School principal",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0083,
      "live_risk_band": "very_low",
      "live_augmentation": 0.2089,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3962,
      "posterior_exposure_p50": 0.5316,
      "posterior_exposure_p90": 0.6669,
      "posterior_interval_width_80": 0.2707,
      "v5_structural_exposure_p10": 0.3932,
      "v5_structural_exposure": 0.5286,
      "v5_structural_exposure_p90": 0.6639,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3674,
      "task_mode_copilot_share": 0.4046,
      "task_mode_human_led_share": 0.228,
      "task_mode_effective_coverage": 0.0504,
      "task_mode_automation_pressure": 0.028,
      "task_mode_augmentation_upside": 0.0105,
      "task_mode_concentration": 0.6076,
      "v5_effective_augmentation": 0.0643,
      "v5_demand_fragility": 0.1173,
      "v5_reallocation_capacity": 0.45,
      "v5_concentration_adjustment": 1.0211,
      "v5_structural_risk_p10": 0.0072,
      "v5_structural_risk": 0.0097,
      "v5_structural_risk_p90": 0.0122,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0778,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5576,
      "v5_adaptation_capacity": 0.3594,
      "v5_adaptation_buffer": 0.0719,
      "v5_transition_adjusted_risk": 0.009,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.002,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0014,
      "delta_vs_live_transition": 0.0007,
      "best_transition": {
        "to_ssoc": "13462",
        "to_title": "Insurance services manager",
        "composite": 0.6129,
        "observed_transition_rate": null,
        "destination_quality": 0.5614,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.6362
      },
      "realization_scalar": 0.2468,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12194",
      "title": "Security manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.055,
      "live_risk_band": "low",
      "live_augmentation": 0.2302,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4587,
      "posterior_exposure_p50": 0.5853,
      "posterior_exposure_p90": 0.7118,
      "posterior_interval_width_80": 0.2531,
      "v5_structural_exposure_p10": 0.2792,
      "v5_structural_exposure": 0.4058,
      "v5_structural_exposure_p90": 0.5323,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0705,
      "v5_demand_fragility": 0.0872,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0157,
      "v5_structural_risk_p10": 0.0341,
      "v5_structural_risk": 0.0495,
      "v5_structural_risk_p90": 0.0649,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0881,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5708,
      "v5_adaptation_capacity": 0.436,
      "v5_adaptation_buffer": 0.0872,
      "v5_transition_adjusted_risk": 0.0452,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0103,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0055,
      "delta_vs_live_transition": -0.0098,
      "best_transition": {
        "to_ssoc": "12133",
        "to_title": "Risk management manager",
        "composite": 0.7162,
        "observed_transition_rate": null,
        "destination_quality": 0.5266,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.563
      },
      "realization_scalar": 0.2495,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13441",
      "title": "Social service manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1377,
      "live_risk_band": "low",
      "live_augmentation": 0.2181,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4169,
      "posterior_exposure_p50": 0.5491,
      "posterior_exposure_p90": 0.6814,
      "posterior_interval_width_80": 0.2645,
      "v5_structural_exposure_p10": 0.4809,
      "v5_structural_exposure": 0.6131,
      "v5_structural_exposure_p90": 0.7454,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3535,
      "task_mode_copilot_share": 0.3951,
      "task_mode_human_led_share": 0.2514,
      "task_mode_effective_coverage": 0.1385,
      "task_mode_automation_pressure": 0.0753,
      "task_mode_augmentation_upside": 0.0305,
      "task_mode_concentration": 0.3374,
      "v5_effective_augmentation": 0.0776,
      "v5_demand_fragility": 0.1276,
      "v5_reallocation_capacity": 0.6953,
      "v5_concentration_adjustment": 1.023,
      "v5_structural_risk_p10": 0.117,
      "v5_structural_risk": 0.1492,
      "v5_structural_risk_p90": 0.1814,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0894,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5598,
      "v5_adaptation_capacity": 0.3966,
      "v5_adaptation_buffer": 0.0793,
      "v5_transition_adjusted_risk": 0.1373,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0166,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0115,
      "delta_vs_live_transition": -0.0004,
      "best_transition": {
        "to_ssoc": "13462",
        "to_title": "Insurance services manager",
        "composite": 0.6129,
        "observed_transition_rate": null,
        "destination_quality": 0.5614,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.6366
      },
      "realization_scalar": 0.1309,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13302",
      "title": "Software and applications manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.004,
      "live_risk_band": "very_low",
      "live_augmentation": 0.4211,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4109,
      "posterior_exposure_p50": 0.5463,
      "posterior_exposure_p90": 0.6816,
      "posterior_interval_width_80": 0.2707,
      "v5_structural_exposure_p10": 0.448,
      "v5_structural_exposure": 0.5834,
      "v5_structural_exposure_p90": 0.7187,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3092,
      "task_mode_copilot_share": 0.4446,
      "task_mode_human_led_share": 0.2462,
      "task_mode_effective_coverage": 0.0909,
      "task_mode_automation_pressure": 0.0482,
      "task_mode_augmentation_upside": 0.0211,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.1318,
      "v5_demand_fragility": 0.1364,
      "v5_reallocation_capacity": 0.3944,
      "v5_concentration_adjustment": 1.0245,
      "v5_structural_risk_p10": 0.0033,
      "v5_structural_risk": 0.0043,
      "v5_structural_risk_p90": 0.0053,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1595,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.582,
      "v5_adaptation_capacity": 0.3904,
      "v5_adaptation_buffer": 0.0781,
      "v5_transition_adjusted_risk": 0.0039,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0014,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": 0.0003,
      "delta_vs_live_transition": -0.0001,
      "best_transition": {
        "to_ssoc": "13301",
        "to_title": "Chief information officer/Chief technology officer/Chief security officer",
        "composite": 0.7552,
        "observed_transition_rate": null,
        "destination_quality": 0.5654,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5862
      },
      "realization_scalar": 0.3731,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "14310",
      "title": "Sports centre manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0783,
      "live_risk_band": "low",
      "live_augmentation": 0.1515,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.353,
      "posterior_exposure_p50": 0.4796,
      "posterior_exposure_p90": 0.6062,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.4147,
      "v5_structural_exposure": 0.5413,
      "v5_structural_exposure_p90": 0.6679,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0634,
      "v5_demand_fragility": 0.1768,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0318,
      "v5_structural_risk_p10": 0.0828,
      "v5_structural_risk": 0.1081,
      "v5_structural_risk_p90": 0.1334,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0738,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5273,
      "v5_adaptation_capacity": 0.3369,
      "v5_adaptation_buffer": 0.0674,
      "v5_transition_adjusted_risk": 0.1008,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0214,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0298,
      "delta_vs_live_transition": 0.0225,
      "best_transition": {
        "to_ssoc": "14330",
        "to_title": "Arts and cultural centre manager (including gallery and museum manager)",
        "composite": 0.6177,
        "observed_transition_rate": null,
        "destination_quality": 0.4956,
        "wage_preservation": 0.9295,
        "training_ease": 0.3,
        "empirical_priority": 0.5556
      },
      "realization_scalar": 0.2267,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12132",
      "title": "Strategic planning manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0107,
      "live_risk_band": "very_low",
      "live_augmentation": 0.3771,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4027,
      "posterior_exposure_p50": 0.5293,
      "posterior_exposure_p90": 0.6559,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.4429,
      "v5_structural_exposure": 0.5695,
      "v5_structural_exposure_p90": 0.6961,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.1234,
      "v5_demand_fragility": 0.1255,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0226,
      "v5_structural_risk_p10": 0.0095,
      "v5_structural_risk": 0.0122,
      "v5_structural_risk_p90": 0.0149,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1488,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5405,
      "v5_adaptation_capacity": 0.3687,
      "v5_adaptation_buffer": 0.0737,
      "v5_transition_adjusted_risk": 0.0113,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0013,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": 0.0015,
      "delta_vs_live_transition": 0.0006,
      "best_transition": {
        "to_ssoc": "12133",
        "to_title": "Risk management manager",
        "composite": 0.7515,
        "observed_transition_rate": null,
        "destination_quality": 0.56,
        "wage_preservation": 0.9235,
        "training_ease": 0,
        "empirical_priority": 0.5645
      },
      "realization_scalar": 0.1272,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13241",
      "title": "Supply and distribution/Logistics/Warehousing manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0575,
      "live_risk_band": "low",
      "live_augmentation": 0.2581,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4589,
      "posterior_exposure_p50": 0.5855,
      "posterior_exposure_p90": 0.7121,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.4322,
      "v5_structural_exposure": 0.5588,
      "v5_structural_exposure_p90": 0.6854,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2974,
      "task_mode_copilot_share": 0.3718,
      "task_mode_human_led_share": 0.3308,
      "task_mode_effective_coverage": 0.0521,
      "task_mode_automation_pressure": 0.0258,
      "task_mode_augmentation_upside": 0.0138,
      "task_mode_concentration": 0.259,
      "v5_effective_augmentation": 0.085,
      "v5_demand_fragility": 0.106,
      "v5_reallocation_capacity": 0.7683,
      "v5_concentration_adjustment": 1.0191,
      "v5_structural_risk_p10": 0.0439,
      "v5_structural_risk": 0.0567,
      "v5_structural_risk_p90": 0.0696,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1028,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5804,
      "v5_adaptation_capacity": 0.417,
      "v5_adaptation_buffer": 0.0834,
      "v5_transition_adjusted_risk": 0.052,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0069,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0008,
      "delta_vs_live_transition": -0.0055,
      "best_transition": {
        "to_ssoc": "13244",
        "to_title": "Postal service manager",
        "composite": 0.7315,
        "observed_transition_rate": null,
        "destination_quality": 0.5414,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5725
      },
      "realization_scalar": 0.1443,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13291",
      "title": "Technical/Engineering services manager (excluding transport)",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0429,
      "live_risk_band": "very_low",
      "live_augmentation": 0.195,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4293,
      "posterior_exposure_p50": 0.5571,
      "posterior_exposure_p90": 0.685,
      "posterior_interval_width_80": 0.2557,
      "v5_structural_exposure_p10": 0.2625,
      "v5_structural_exposure": 0.3903,
      "v5_structural_exposure_p90": 0.5182,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0579,
      "v5_demand_fragility": 0.0974,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0175,
      "v5_structural_risk_p10": 0.0282,
      "v5_structural_risk": 0.042,
      "v5_structural_risk_p90": 0.0557,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0724,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.539,
      "v5_adaptation_capacity": 0.4183,
      "v5_adaptation_buffer": 0.0837,
      "v5_transition_adjusted_risk": 0.0384,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0038,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0009,
      "delta_vs_live_transition": -0.0045,
      "best_transition": {
        "to_ssoc": "13292",
        "to_title": "Quality control/assurance manager",
        "composite": 0.7278,
        "observed_transition_rate": null,
        "destination_quality": 0.5369,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5605
      },
      "realization_scalar": 0.1069,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "12123",
      "title": "Training manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1781,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2115,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4682,
      "posterior_exposure_p50": 0.6036,
      "posterior_exposure_p90": 0.7389,
      "posterior_interval_width_80": 0.2707,
      "v5_structural_exposure_p10": 0.5262,
      "v5_structural_exposure": 0.6616,
      "v5_structural_exposure_p90": 0.7969,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2327,
      "task_mode_copilot_share": 0.4045,
      "task_mode_human_led_share": 0.3627,
      "task_mode_effective_coverage": 0.2209,
      "task_mode_automation_pressure": 0.1025,
      "task_mode_augmentation_upside": 0.0659,
      "task_mode_concentration": 0.2546,
      "v5_effective_augmentation": 0.0884,
      "v5_demand_fragility": 0.1218,
      "v5_reallocation_capacity": 0.7747,
      "v5_concentration_adjustment": 1.0219,
      "v5_structural_risk_p10": 0.1289,
      "v5_structural_risk": 0.1621,
      "v5_structural_risk_p90": 0.1952,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.094,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5984,
      "v5_adaptation_capacity": 0.4288,
      "v5_adaptation_buffer": 0.0858,
      "v5_transition_adjusted_risk": 0.1482,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0371,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.016,
      "delta_vs_live_transition": -0.0299,
      "best_transition": {
        "to_ssoc": "12133",
        "to_title": "Risk management manager",
        "composite": 0.7532,
        "observed_transition_rate": null,
        "destination_quality": 0.57,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5901
      },
      "realization_scalar": 0.271,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "13243",
      "title": "Transport/Technical operations manager (except port/shipping operations)",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.061,
      "live_risk_band": "low",
      "live_augmentation": 0.3264,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4631,
      "posterior_exposure_p50": 0.5897,
      "posterior_exposure_p90": 0.7163,
      "posterior_interval_width_80": 0.2532,
      "v5_structural_exposure_p10": 0.477,
      "v5_structural_exposure": 0.6036,
      "v5_structural_exposure_p90": 0.7302,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.1044,
      "v5_demand_fragility": 0.1358,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0244,
      "v5_structural_risk_p10": 0.0471,
      "v5_structural_risk": 0.0596,
      "v5_structural_risk_p90": 0.072,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.125,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5758,
      "v5_adaptation_capacity": 0.3768,
      "v5_adaptation_buffer": 0.0754,
      "v5_transition_adjusted_risk": 0.0551,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0152,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0014,
      "delta_vs_live_transition": -0.0059,
      "best_transition": {
        "to_ssoc": "13244",
        "to_title": "Postal service manager",
        "composite": 0.7325,
        "observed_transition_rate": null,
        "destination_quality": 0.5426,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5717
      },
      "realization_scalar": 0.2986,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "14392",
      "title": "Travel agency manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1076,
      "live_risk_band": "low",
      "live_augmentation": 0.2077,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4345,
      "posterior_exposure_p50": 0.5677,
      "posterior_exposure_p90": 0.701,
      "posterior_interval_width_80": 0.2665,
      "v5_structural_exposure_p10": 0.4588,
      "v5_structural_exposure": 0.592,
      "v5_structural_exposure_p90": 0.7253,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0796,
      "v5_demand_fragility": 0.1768,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0318,
      "v5_structural_risk_p10": 0.0875,
      "v5_structural_risk": 0.1129,
      "v5_structural_risk_p90": 0.1384,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.094,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4756,
      "v5_adaptation_capacity": 0.3198,
      "v5_adaptation_buffer": 0.064,
      "v5_transition_adjusted_risk": 0.1057,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0221,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0053,
      "delta_vs_live_transition": -0.0019,
      "best_transition": {
        "to_ssoc": "14202",
        "to_title": "Wholesale trade manager",
        "composite": 0.5945,
        "observed_transition_rate": null,
        "destination_quality": 0.4703,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5509
      },
      "realization_scalar": 0.2237,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "14324",
      "title": "Wellness centre manager (e.g. hair/beauty/slimming/spa/manicure/massage)",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1229,
      "live_risk_band": "low",
      "live_augmentation": 0.1647,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3669,
      "posterior_exposure_p50": 0.5001,
      "posterior_exposure_p90": 0.6334,
      "posterior_interval_width_80": 0.2665,
      "v5_structural_exposure_p10": 0.4217,
      "v5_structural_exposure": 0.5549,
      "v5_structural_exposure_p90": 0.6882,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0712,
      "v5_demand_fragility": 0.1768,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0318,
      "v5_structural_risk_p10": 0.1199,
      "v5_structural_risk": 0.1578,
      "v5_structural_risk_p90": 0.1957,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0835,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5386,
      "v5_adaptation_capacity": 0.3451,
      "v5_adaptation_buffer": 0.069,
      "v5_transition_adjusted_risk": 0.1469,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0313,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0349,
      "delta_vs_live_transition": 0.024,
      "best_transition": {
        "to_ssoc": "14322",
        "to_title": "Attractions manager",
        "composite": 0.7126,
        "observed_transition_rate": null,
        "destination_quality": 0.5211,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.551
      },
      "realization_scalar": 0.2281,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "14202",
      "title": "Wholesale trade manager",
      "major_group": "MANAGERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1247,
      "live_risk_band": "low",
      "live_augmentation": 0.2805,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4647,
      "posterior_exposure_p50": 0.6,
      "posterior_exposure_p90": 0.7353,
      "posterior_interval_width_80": 0.2706,
      "v5_structural_exposure_p10": 0.475,
      "v5_structural_exposure": 0.6103,
      "v5_structural_exposure_p90": 0.7456,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.1048,
      "v5_demand_fragility": 0.1768,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0318,
      "v5_structural_risk_p10": 0.0946,
      "v5_structural_risk": 0.1216,
      "v5_structural_risk_p90": 0.1486,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1256,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4652,
      "v5_adaptation_capacity": 0.3251,
      "v5_adaptation_buffer": 0.065,
      "v5_transition_adjusted_risk": 0.1137,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0241,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0031,
      "delta_vs_live_transition": -0.011,
      "best_transition": {
        "to_ssoc": "14392",
        "to_title": "Travel agency manager",
        "composite": 0.5575,
        "observed_transition_rate": null,
        "destination_quality": 0.4299,
        "wage_preservation": 0.8725,
        "training_ease": 0.3,
        "empirical_priority": 0.5082
      },
      "realization_scalar": 0.227,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24111",
      "title": "Accountant (excluding tax accountant)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4983,
      "live_risk_band": "high",
      "live_augmentation": 0.1348,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6058,
      "posterior_exposure_p50": 0.7661,
      "posterior_exposure_p90": 0.9265,
      "posterior_interval_width_80": 0.3207,
      "v5_structural_exposure_p10": 0.583,
      "v5_structural_exposure": 0.7433,
      "v5_structural_exposure_p90": 0.9037,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.37,
      "task_mode_copilot_share": 0.362,
      "task_mode_human_led_share": 0.2679,
      "task_mode_effective_coverage": 0.1967,
      "task_mode_automation_pressure": 0.1069,
      "task_mode_augmentation_upside": 0.0433,
      "task_mode_concentration": 0.1526,
      "v5_effective_augmentation": 0.081,
      "v5_demand_fragility": 0.1323,
      "v5_reallocation_capacity": 0.8618,
      "v5_concentration_adjustment": 1.0238,
      "v5_structural_risk_p10": 0.3418,
      "v5_structural_risk": 0.4358,
      "v5_structural_risk_p90": 0.5298,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0904,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6261,
      "v5_adaptation_capacity": 0.4463,
      "v5_adaptation_buffer": 0.0893,
      "v5_transition_adjusted_risk": 0.3969,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1168,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0625,
      "delta_vs_live_transition": -0.1014,
      "best_transition": {
        "to_ssoc": "24121",
        "to_title": "Financial/Investment adviser (e.g. relationship manager)",
        "composite": 0.778,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.6,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6232
      },
      "realization_scalar": 0.3177,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21213",
      "title": "Actuary",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.4479,
      "live_risk_band": "high",
      "live_augmentation": 0.1998,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.5824,
      "posterior_exposure_p50": 0.7486,
      "posterior_exposure_p90": 0.9147,
      "posterior_interval_width_80": 0.3323,
      "v5_structural_exposure_p10": 0.5824,
      "v5_structural_exposure": 0.7486,
      "v5_structural_exposure_p90": 0.9147,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.1165,
      "v5_demand_fragility": 0.5128,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0923,
      "v5_structural_risk_p10": 0.3202,
      "v5_structural_risk": 0.4116,
      "v5_structural_risk_p90": 0.5029,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.1165,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6425,
      "v5_adaptation_capacity": 0.412,
      "v5_adaptation_buffer": 0.0824,
      "v5_transition_adjusted_risk": 0.3777,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1373,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0363,
      "delta_vs_live_transition": -0.0702,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7643,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.6628,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6829
      },
      "realization_scalar": 0.3626,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21471",
      "title": "Aeronautical engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1736,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1864,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4441,
      "posterior_exposure_p50": 0.6112,
      "posterior_exposure_p90": 0.7783,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.4372,
      "v5_structural_exposure": 0.6043,
      "v5_structural_exposure_p90": 0.7714,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3532,
      "task_mode_copilot_share": 0.4006,
      "task_mode_human_led_share": 0.2461,
      "task_mode_effective_coverage": 0.0867,
      "task_mode_automation_pressure": 0.0473,
      "task_mode_augmentation_upside": 0.0189,
      "task_mode_concentration": 0.1217,
      "v5_effective_augmentation": 0.065,
      "v5_demand_fragility": 0.1094,
      "v5_reallocation_capacity": 0.8901,
      "v5_concentration_adjustment": 1.0197,
      "v5_structural_risk_p10": 0.1194,
      "v5_structural_risk": 0.165,
      "v5_structural_risk_p90": 0.2106,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0765,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5985,
      "v5_adaptation_capacity": 0.4321,
      "v5_adaptation_buffer": 0.0864,
      "v5_transition_adjusted_risk": 0.1507,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0534,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0086,
      "delta_vs_live_transition": -0.0229,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.712,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5254,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5894
      },
      "realization_scalar": 0.3845,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21443",
      "title": "Air-conditioning/Refrigeration engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1198,
      "live_risk_band": "low",
      "live_augmentation": 0.1813,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4254,
      "posterior_exposure_p50": 0.6011,
      "posterior_exposure_p90": 0.7768,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.3532,
      "v5_structural_exposure": 0.5289,
      "v5_structural_exposure_p90": 0.7046,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3131,
      "task_mode_copilot_share": 0.4408,
      "task_mode_human_led_share": 0.2462,
      "task_mode_effective_coverage": 0.0276,
      "task_mode_automation_pressure": 0.0147,
      "task_mode_augmentation_upside": 0.0064,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0589,
      "v5_demand_fragility": 0.1201,
      "v5_reallocation_capacity": 0.103,
      "v5_concentration_adjustment": 1.0216,
      "v5_structural_risk_p10": 0.08,
      "v5_structural_risk": 0.1198,
      "v5_structural_risk_p90": 0.1596,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.072,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.587,
      "v5_adaptation_capacity": 0.3277,
      "v5_adaptation_buffer": 0.0655,
      "v5_transition_adjusted_risk": 0.1119,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0397,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0,
      "delta_vs_live_transition": -0.0079,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.6959,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5065,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.581
      },
      "realization_scalar": 0.3837,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22141",
      "title": "Anaesthesiologist",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0115,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1362,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3288,
      "posterior_exposure_p50": 0.4959,
      "posterior_exposure_p90": 0.663,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.1896,
      "v5_structural_exposure": 0.3567,
      "v5_structural_exposure_p90": 0.5238,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0424,
      "v5_demand_fragility": 0.0564,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0102,
      "v5_structural_risk_p10": 0.0072,
      "v5_structural_risk": 0.0135,
      "v5_structural_risk_p90": 0.0198,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.053,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5986,
      "v5_adaptation_capacity": 0.4385,
      "v5_adaptation_buffer": 0.0877,
      "v5_transition_adjusted_risk": 0.0123,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.003,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.002,
      "delta_vs_live_transition": 0.0008,
      "best_transition": {
        "to_ssoc": "22145",
        "to_title": "Ophthalmologist",
        "composite": 0.7176,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5263,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.591
      },
      "realization_scalar": 0.2676,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25140",
      "title": "Applications/Systems programmer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5216,
      "live_risk_band": "very_high",
      "live_augmentation": 0.1451,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.604,
      "posterior_exposure_p50": 0.7711,
      "posterior_exposure_p90": 0.9383,
      "posterior_interval_width_80": 0.3343,
      "v5_structural_exposure_p10": 0.6224,
      "v5_structural_exposure": 0.7895,
      "v5_structural_exposure_p90": 0.9567,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3665,
      "task_mode_copilot_share": 0.3662,
      "task_mode_human_led_share": 0.2673,
      "task_mode_effective_coverage": 0.4295,
      "task_mode_automation_pressure": 0.2331,
      "task_mode_augmentation_upside": 0.0949,
      "task_mode_concentration": 0.1133,
      "v5_effective_augmentation": 0.0911,
      "v5_demand_fragility": 0.0726,
      "v5_reallocation_capacity": 0.8975,
      "v5_concentration_adjustment": 1.0131,
      "v5_structural_risk_p10": 0.3604,
      "v5_structural_risk": 0.4572,
      "v5_structural_risk_p90": 0.554,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0902,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6196,
      "v5_adaptation_capacity": 0.4566,
      "v5_adaptation_buffer": 0.0913,
      "v5_transition_adjusted_risk": 0.4155,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1554,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0644,
      "delta_vs_live_transition": -0.1061,
      "best_transition": {
        "to_ssoc": "25121",
        "to_title": "Software developer",
        "composite": 0.6977,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5788,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6468
      },
      "realization_scalar": 0.409,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26543",
      "title": "Artistic director (stage, film, television, game and radio)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1075,
      "live_risk_band": "low",
      "live_augmentation": 0.2189,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4429,
      "posterior_exposure_p50": 0.6073,
      "posterior_exposure_p90": 0.7716,
      "posterior_interval_width_80": 0.3287,
      "v5_structural_exposure_p10": 0.4349,
      "v5_structural_exposure": 0.5993,
      "v5_structural_exposure_p90": 0.7636,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3432,
      "task_mode_copilot_share": 0.37,
      "task_mode_human_led_share": 0.2868,
      "task_mode_effective_coverage": 0.0828,
      "task_mode_automation_pressure": 0.0436,
      "task_mode_augmentation_upside": 0.0194,
      "task_mode_concentration": 0.5597,
      "v5_effective_augmentation": 0.0772,
      "v5_demand_fragility": 0.1477,
      "v5_reallocation_capacity": 0.4955,
      "v5_concentration_adjustment": 1.0266,
      "v5_structural_risk_p10": 0.0768,
      "v5_structural_risk": 0.1058,
      "v5_structural_risk_p90": 0.1348,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0917,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6,
      "v5_adaptation_capacity": 0.3884,
      "v5_adaptation_buffer": 0.0777,
      "v5_transition_adjusted_risk": 0.0976,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0166,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0017,
      "delta_vs_live_transition": -0.0099,
      "best_transition": {
        "to_ssoc": "26542",
        "to_title": "Director (stage, film, television, game, commercial, video and radio)",
        "composite": 0.7241,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5332,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5942
      },
      "realization_scalar": 0.1835,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21524",
      "title": "Audio and video equipment engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2041,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1516,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4503,
      "posterior_exposure_p50": 0.6146,
      "posterior_exposure_p90": 0.779,
      "posterior_interval_width_80": 0.3287,
      "v5_structural_exposure_p10": 0.3615,
      "v5_structural_exposure": 0.5258,
      "v5_structural_exposure_p90": 0.6902,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2953,
      "task_mode_copilot_share": 0.3822,
      "task_mode_human_led_share": 0.3224,
      "task_mode_effective_coverage": 0.0185,
      "task_mode_automation_pressure": 0.0092,
      "task_mode_augmentation_upside": 0.0049,
      "task_mode_concentration": 0.5053,
      "v5_effective_augmentation": 0.0546,
      "v5_demand_fragility": 0.1085,
      "v5_reallocation_capacity": 0.5482,
      "v5_concentration_adjustment": 1.0195,
      "v5_structural_risk_p10": 0.1431,
      "v5_structural_risk": 0.2081,
      "v5_structural_risk_p90": 0.2732,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.067,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6112,
      "v5_adaptation_capacity": 0.3916,
      "v5_adaptation_buffer": 0.0783,
      "v5_transition_adjusted_risk": 0.1918,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0299,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.004,
      "delta_vs_live_transition": -0.0123,
      "best_transition": {
        "to_ssoc": "21525",
        "to_title": "Instrumentation engineer",
        "composite": 0.7432,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.553,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6035
      },
      "realization_scalar": 0.1693,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22661",
      "title": "Audiologist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0742,
      "live_risk_band": "low",
      "live_augmentation": 0.1249,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3042,
      "posterior_exposure_p50": 0.4798,
      "posterior_exposure_p90": 0.6555,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.2729,
      "v5_structural_exposure": 0.4485,
      "v5_structural_exposure_p90": 0.6242,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2297,
      "task_mode_copilot_share": 0.3429,
      "task_mode_human_led_share": 0.4275,
      "task_mode_effective_coverage": 0.0173,
      "task_mode_automation_pressure": 0.0076,
      "task_mode_augmentation_upside": 0.0056,
      "task_mode_concentration": 0.5064,
      "v5_effective_augmentation": 0.0438,
      "v5_demand_fragility": 0.0618,
      "v5_reallocation_capacity": 0.5521,
      "v5_concentration_adjustment": 1.0111,
      "v5_structural_risk_p10": 0.0541,
      "v5_structural_risk": 0.0889,
      "v5_structural_risk_p90": 0.1238,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0534,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5869,
      "v5_adaptation_capacity": 0.3789,
      "v5_adaptation_buffer": 0.0758,
      "v5_transition_adjusted_risk": 0.0822,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0205,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0147,
      "delta_vs_live_transition": 0.008,
      "best_transition": {
        "to_ssoc": "22680",
        "to_title": "Occupational therapist",
        "composite": 0.6921,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5026,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5792
      },
      "realization_scalar": 0.2732,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24112",
      "title": "Auditor (accounting)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4801,
      "live_risk_band": "high",
      "live_augmentation": 0.1574,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6058,
      "posterior_exposure_p50": 0.7662,
      "posterior_exposure_p90": 0.9265,
      "posterior_interval_width_80": 0.3207,
      "v5_structural_exposure_p10": 0.5832,
      "v5_structural_exposure": 0.7436,
      "v5_structural_exposure_p90": 0.9039,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.37,
      "task_mode_copilot_share": 0.362,
      "task_mode_human_led_share": 0.2679,
      "task_mode_effective_coverage": 0.1967,
      "task_mode_automation_pressure": 0.1069,
      "task_mode_augmentation_upside": 0.0433,
      "task_mode_concentration": 0.1526,
      "v5_effective_augmentation": 0.0924,
      "v5_demand_fragility": 0.1323,
      "v5_reallocation_capacity": 0.8618,
      "v5_concentration_adjustment": 1.0238,
      "v5_structural_risk_p10": 0.3294,
      "v5_structural_risk": 0.4199,
      "v5_structural_risk_p90": 0.5105,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.1047,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6229,
      "v5_adaptation_capacity": 0.4491,
      "v5_adaptation_buffer": 0.0898,
      "v5_transition_adjusted_risk": 0.3822,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0982,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0602,
      "delta_vs_live_transition": -0.0979,
      "best_transition": {
        "to_ssoc": "24121",
        "to_title": "Financial/Investment adviser (e.g. relationship manager)",
        "composite": 0.7725,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5935,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6203
      },
      "realization_scalar": 0.2772,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26411",
      "title": "Author",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5925,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0652,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5689,
      "posterior_exposure_p50": 0.7446,
      "posterior_exposure_p90": 0.9202,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.5465,
      "v5_structural_exposure": 0.7222,
      "v5_structural_exposure_p90": 0.8978,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2878,
      "task_mode_copilot_share": 0.3741,
      "task_mode_human_led_share": 0.3381,
      "task_mode_effective_coverage": 0.1518,
      "task_mode_automation_pressure": 0.0747,
      "task_mode_augmentation_upside": 0.041,
      "task_mode_concentration": 0.1647,
      "v5_effective_augmentation": 0.0588,
      "v5_demand_fragility": 0.1337,
      "v5_reallocation_capacity": 0.8529,
      "v5_concentration_adjustment": 1.0241,
      "v5_structural_risk_p10": 0.3902,
      "v5_structural_risk": 0.5156,
      "v5_structural_risk_p90": 0.641,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0633,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6399,
      "v5_adaptation_capacity": 0.4427,
      "v5_adaptation_buffer": 0.0885,
      "v5_transition_adjusted_risk": 0.47,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1681,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0769,
      "delta_vs_live_transition": -0.1225,
      "best_transition": {
        "to_ssoc": "26422",
        "to_title": "Editor (news and periodicals)",
        "composite": 0.7929,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.6206,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6317
      },
      "realization_scalar": 0.386,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21413",
      "title": "Automation engineer (including robotics engineer)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1012,
      "live_risk_band": "low",
      "live_augmentation": 0.3331,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4103,
      "posterior_exposure_p50": 0.586,
      "posterior_exposure_p90": 0.7616,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.4149,
      "v5_structural_exposure": 0.5906,
      "v5_structural_exposure_p90": 0.7662,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3532,
      "task_mode_copilot_share": 0.4006,
      "task_mode_human_led_share": 0.2461,
      "task_mode_effective_coverage": 0.0867,
      "task_mode_automation_pressure": 0.0473,
      "task_mode_augmentation_upside": 0.0189,
      "task_mode_concentration": 0.1217,
      "v5_effective_augmentation": 0.1084,
      "v5_demand_fragility": 0.1094,
      "v5_reallocation_capacity": 0.8901,
      "v5_concentration_adjustment": 1.0197,
      "v5_structural_risk_p10": 0.0689,
      "v5_structural_risk": 0.0981,
      "v5_structural_risk_p90": 0.1272,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1308,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5721,
      "v5_adaptation_capacity": 0.4369,
      "v5_adaptation_buffer": 0.0874,
      "v5_transition_adjusted_risk": 0.0895,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0293,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0031,
      "delta_vs_live_transition": -0.0117,
      "best_transition": {
        "to_ssoc": "21496",
        "to_title": "Energy engineer",
        "composite": 0.6917,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4994,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5783
      },
      "realization_scalar": 0.3553,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21343",
      "title": "Biochemist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0879,
      "live_risk_band": "low",
      "live_augmentation": 0.209,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.392,
      "posterior_exposure_p50": 0.5706,
      "posterior_exposure_p90": 0.7493,
      "posterior_interval_width_80": 0.3573,
      "v5_structural_exposure_p10": 0.3844,
      "v5_structural_exposure": 0.563,
      "v5_structural_exposure_p90": 0.7417,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3465,
      "task_mode_copilot_share": 0.369,
      "task_mode_human_led_share": 0.2845,
      "task_mode_effective_coverage": 0.0617,
      "task_mode_automation_pressure": 0.0329,
      "task_mode_augmentation_upside": 0.0144,
      "task_mode_concentration": 0.5179,
      "v5_effective_augmentation": 0.0686,
      "v5_demand_fragility": 0.1231,
      "v5_reallocation_capacity": 0.5329,
      "v5_concentration_adjustment": 1.0222,
      "v5_structural_risk_p10": 0.0617,
      "v5_structural_risk": 0.0904,
      "v5_structural_risk_p90": 0.1191,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0822,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6136,
      "v5_adaptation_capacity": 0.3963,
      "v5_adaptation_buffer": 0.0793,
      "v5_transition_adjusted_risk": 0.0832,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0238,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0025,
      "delta_vs_live_transition": -0.0047,
      "best_transition": {
        "to_ssoc": "21347",
        "to_title": "Clinical research professional",
        "composite": 0.7662,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5775,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6149
      },
      "realization_scalar": 0.3095,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21311",
      "title": "Biologist",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1853,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2668,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5367,
      "posterior_exposure_p50": 0.7124,
      "posterior_exposure_p90": 0.8881,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.4768,
      "v5_structural_exposure": 0.6525,
      "v5_structural_exposure_p90": 0.8282,
      "task_mode_blend_weight": 0.3563,
      "task_mode_matched_task_weight_share": 0.8126,
      "task_mode_delegable_share": 0.3131,
      "task_mode_copilot_share": 0.4408,
      "task_mode_human_led_share": 0.2462,
      "task_mode_effective_coverage": 0.059,
      "task_mode_automation_pressure": 0.0313,
      "task_mode_augmentation_upside": 0.0136,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0896,
      "v5_demand_fragility": 0.14,
      "v5_reallocation_capacity": 0.103,
      "v5_concentration_adjustment": 1.0252,
      "v5_structural_risk_p10": 0.1287,
      "v5_structural_risk": 0.1761,
      "v5_structural_risk_p90": 0.2235,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1086,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6147,
      "v5_adaptation_capacity": 0.3537,
      "v5_adaptation_buffer": 0.0707,
      "v5_transition_adjusted_risk": 0.1636,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.051,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0092,
      "delta_vs_live_transition": -0.0217,
      "best_transition": {
        "to_ssoc": "21347",
        "to_title": "Clinical research professional",
        "composite": 0.7054,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5902,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6514
      },
      "realization_scalar": 0.3358,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21491",
      "title": "Biomedical engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1589,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1992,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4005,
      "posterior_exposure_p50": 0.5648,
      "posterior_exposure_p90": 0.7291,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.43,
      "v5_structural_exposure": 0.5943,
      "v5_structural_exposure_p90": 0.7586,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3605,
      "task_mode_copilot_share": 0.4032,
      "task_mode_human_led_share": 0.2363,
      "task_mode_effective_coverage": 0.0942,
      "task_mode_automation_pressure": 0.0519,
      "task_mode_augmentation_upside": 0.0201,
      "task_mode_concentration": 0.3377,
      "v5_effective_augmentation": 0.0706,
      "v5_demand_fragility": 0.1231,
      "v5_reallocation_capacity": 0.6947,
      "v5_concentration_adjustment": 1.0222,
      "v5_structural_risk_p10": 0.117,
      "v5_structural_risk": 0.1618,
      "v5_structural_risk_p90": 0.2065,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0832,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6105,
      "v5_adaptation_capacity": 0.4153,
      "v5_adaptation_buffer": 0.0831,
      "v5_transition_adjusted_risk": 0.1483,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0525,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0029,
      "delta_vs_live_transition": -0.0106,
      "best_transition": {
        "to_ssoc": "21496",
        "to_title": "Energy engineer",
        "composite": 0.7593,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5707,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6116
      },
      "realization_scalar": 0.383,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21610",
      "title": "Building architect",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1785,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2016,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3782,
      "posterior_exposure_p50": 0.5538,
      "posterior_exposure_p90": 0.7295,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.4771,
      "v5_structural_exposure": 0.6527,
      "v5_structural_exposure_p90": 0.8284,
      "task_mode_blend_weight": 0.4419,
      "task_mode_matched_task_weight_share": 0.9838,
      "task_mode_delegable_share": 0.329,
      "task_mode_copilot_share": 0.4153,
      "task_mode_human_led_share": 0.2557,
      "task_mode_effective_coverage": 0.3872,
      "task_mode_automation_pressure": 0.2067,
      "task_mode_augmentation_upside": 0.0885,
      "task_mode_concentration": 0.0381,
      "v5_effective_augmentation": 0.0898,
      "v5_demand_fragility": 0.112,
      "v5_reallocation_capacity": 0.9657,
      "v5_concentration_adjustment": 1.0202,
      "v5_structural_risk_p10": 0.1344,
      "v5_structural_risk": 0.1838,
      "v5_structural_risk_p90": 0.2333,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0901,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5727,
      "v5_adaptation_capacity": 0.443,
      "v5_adaptation_buffer": 0.0886,
      "v5_transition_adjusted_risk": 0.1676,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0236,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0053,
      "delta_vs_live_transition": -0.0109,
      "best_transition": {
        "to_ssoc": "21670",
        "to_title": "Service designer",
        "composite": 0.6779,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.485,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5715
      },
      "realization_scalar": 0.1527,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21422",
      "title": "Building construction engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.234,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1028,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4448,
      "posterior_exposure_p50": 0.6205,
      "posterior_exposure_p90": 0.7962,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.3598,
      "v5_structural_exposure": 0.5355,
      "v5_structural_exposure_p90": 0.7112,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3168,
      "task_mode_copilot_share": 0.434,
      "task_mode_human_led_share": 0.2492,
      "task_mode_effective_coverage": 0.0269,
      "task_mode_automation_pressure": 0.0143,
      "task_mode_augmentation_upside": 0.0062,
      "task_mode_concentration": 0.8442,
      "v5_effective_augmentation": 0.0372,
      "v5_demand_fragility": 0.117,
      "v5_reallocation_capacity": 0.2423,
      "v5_concentration_adjustment": 1.0211,
      "v5_structural_risk_p10": 0.1505,
      "v5_structural_risk": 0.224,
      "v5_structural_risk_p90": 0.2975,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0449,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6073,
      "v5_adaptation_capacity": 0.3454,
      "v5_adaptation_buffer": 0.0691,
      "v5_transition_adjusted_risk": 0.2085,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0763,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.01,
      "delta_vs_live_transition": -0.0255,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7301,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5467,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5989
      },
      "realization_scalar": 0.3963,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24213",
      "title": "Business and financial project management professional",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1741,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2946,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.5092,
      "posterior_exposure_p50": 0.6881,
      "posterior_exposure_p90": 0.8669,
      "posterior_interval_width_80": 0.3577,
      "v5_structural_exposure_p10": 0.5092,
      "v5_structural_exposure": 0.6881,
      "v5_structural_exposure_p90": 0.8669,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.1537,
      "v5_demand_fragility": 0.5641,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1015,
      "v5_structural_risk_p10": 0.1288,
      "v5_structural_risk": 0.174,
      "v5_structural_risk_p90": 0.2193,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1537,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6207,
      "v5_adaptation_capacity": 0.4161,
      "v5_adaptation_buffer": 0.0832,
      "v5_transition_adjusted_risk": 0.1596,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.054,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": -0.0001,
      "delta_vs_live_transition": -0.0145,
      "best_transition": {
        "to_ssoc": "24135",
        "to_title": "Financial product structurer",
        "composite": 0.6418,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5195,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6192
      },
      "realization_scalar": 0.3341,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24212",
      "title": "Business consultant",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1726,
      "live_risk_band": "moderate",
      "live_augmentation": 0.318,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5158,
      "posterior_exposure_p50": 0.6914,
      "posterior_exposure_p90": 0.8671,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.5177,
      "v5_structural_exposure": 0.6933,
      "v5_structural_exposure_p90": 0.869,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3399,
      "task_mode_copilot_share": 0.369,
      "task_mode_human_led_share": 0.2911,
      "task_mode_effective_coverage": 0.1513,
      "task_mode_automation_pressure": 0.0793,
      "task_mode_augmentation_upside": 0.0358,
      "task_mode_concentration": 0.0586,
      "v5_effective_augmentation": 0.1102,
      "v5_demand_fragility": 0.1185,
      "v5_reallocation_capacity": 0.9472,
      "v5_concentration_adjustment": 1.0213,
      "v5_structural_risk_p10": 0.1194,
      "v5_structural_risk": 0.1599,
      "v5_structural_risk_p90": 0.2004,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1288,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6171,
      "v5_adaptation_capacity": 0.4632,
      "v5_adaptation_buffer": 0.0926,
      "v5_transition_adjusted_risk": 0.1451,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0493,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0127,
      "delta_vs_live_transition": -0.0275,
      "best_transition": {
        "to_ssoc": "24154",
        "to_title": "Commodities and freight derivatives broker",
        "composite": 0.6306,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5078,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6137
      },
      "realization_scalar": 0.3682,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24122",
      "title": "Business valuer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2297,
      "live_risk_band": "moderate",
      "live_augmentation": 0.3293,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5145,
      "posterior_exposure_p50": 0.6901,
      "posterior_exposure_p90": 0.8658,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.5172,
      "v5_structural_exposure": 0.6928,
      "v5_structural_exposure_p90": 0.8685,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3399,
      "task_mode_copilot_share": 0.369,
      "task_mode_human_led_share": 0.2911,
      "task_mode_effective_coverage": 0.1513,
      "task_mode_automation_pressure": 0.0793,
      "task_mode_augmentation_upside": 0.0358,
      "task_mode_concentration": 0.0586,
      "v5_effective_augmentation": 0.1196,
      "v5_demand_fragility": 0.1185,
      "v5_reallocation_capacity": 0.9472,
      "v5_concentration_adjustment": 1.0213,
      "v5_structural_risk_p10": 0.16,
      "v5_structural_risk": 0.2143,
      "v5_structural_risk_p90": 0.2686,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1405,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5901,
      "v5_adaptation_capacity": 0.4555,
      "v5_adaptation_buffer": 0.0911,
      "v5_transition_adjusted_risk": 0.1948,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0626,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0154,
      "delta_vs_live_transition": -0.0349,
      "best_transition": {
        "to_ssoc": "24154",
        "to_title": "Commodities and freight derivatives broker",
        "composite": 0.7006,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5086,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5827
      },
      "realization_scalar": 0.3477,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22132",
      "title": "Cardiothoracic surgeon",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0087,
      "live_risk_band": "very_low",
      "live_augmentation": 0.097,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.2181,
      "posterior_exposure_p50": 0.4,
      "posterior_exposure_p90": 0.582,
      "posterior_interval_width_80": 0.3639,
      "v5_structural_exposure_p10": 0.2181,
      "v5_structural_exposure": 0.4,
      "v5_structural_exposure_p90": 0.582,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0488,
      "v5_demand_fragility": 0.2821,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0508,
      "v5_structural_risk_p10": 0.0087,
      "v5_structural_risk": 0.0159,
      "v5_structural_risk_p90": 0.0231,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0488,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5774,
      "v5_adaptation_capacity": 0.3643,
      "v5_adaptation_buffer": 0.0729,
      "v5_transition_adjusted_risk": 0.0147,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0039,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0072,
      "delta_vs_live_transition": 0.006,
      "best_transition": {
        "to_ssoc": "22138",
        "to_title": "Urologist",
        "composite": 0.7146,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5232,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5895
      },
      "realization_scalar": 0.2799,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26375",
      "title": "Career coach (counselling)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0368,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1684,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.39,
      "posterior_exposure_p50": 0.5686,
      "posterior_exposure_p90": 0.7472,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.2182,
      "v5_structural_exposure": 0.3968,
      "v5_structural_exposure_p90": 0.5754,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.053,
      "v5_demand_fragility": 0.1179,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0212,
      "v5_structural_risk_p10": 0.0208,
      "v5_structural_risk": 0.0379,
      "v5_structural_risk_p90": 0.0549,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0662,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5698,
      "v5_adaptation_capacity": 0.4283,
      "v5_adaptation_buffer": 0.0857,
      "v5_transition_adjusted_risk": 0.0346,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0113,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0011,
      "delta_vs_live_transition": -0.0022,
      "best_transition": {
        "to_ssoc": "26373",
        "to_title": "Counsellor (family)",
        "composite": 0.6885,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4957,
        "wage_preservation": 0.9853,
        "training_ease": 0,
        "empirical_priority": 0.5743
      },
      "realization_scalar": 0.3536,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21130",
      "title": "Chemist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1597,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2753,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4715,
      "posterior_exposure_p50": 0.6358,
      "posterior_exposure_p90": 0.8001,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.5129,
      "v5_structural_exposure": 0.6772,
      "v5_structural_exposure_p90": 0.8415,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3089,
      "task_mode_copilot_share": 0.3722,
      "task_mode_human_led_share": 0.3189,
      "task_mode_effective_coverage": 0.2105,
      "task_mode_automation_pressure": 0.1068,
      "task_mode_augmentation_upside": 0.0539,
      "task_mode_concentration": 0.123,
      "v5_effective_augmentation": 0.1025,
      "v5_demand_fragility": 0.119,
      "v5_reallocation_capacity": 0.8897,
      "v5_concentration_adjustment": 1.0214,
      "v5_structural_risk_p10": 0.1154,
      "v5_structural_risk": 0.1523,
      "v5_structural_risk_p90": 0.1893,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1146,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6045,
      "v5_adaptation_capacity": 0.4495,
      "v5_adaptation_buffer": 0.0899,
      "v5_transition_adjusted_risk": 0.1386,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0224,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0074,
      "delta_vs_live_transition": -0.0211,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.6778,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5613,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6378
      },
      "realization_scalar": 0.1747,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21711",
      "title": "Chief engineer/Second engineer (ship)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0314,
      "live_risk_band": "very_low",
      "live_augmentation": 0.132,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2821,
      "posterior_exposure_p50": 0.4491,
      "posterior_exposure_p90": 0.6162,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.1641,
      "v5_structural_exposure": 0.3311,
      "v5_structural_exposure_p90": 0.4982,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0414,
      "v5_demand_fragility": 0.1026,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0185,
      "v5_structural_risk_p10": 0.0211,
      "v5_structural_risk": 0.0426,
      "v5_structural_risk_p90": 0.064,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0518,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6032,
      "v5_adaptation_capacity": 0.4382,
      "v5_adaptation_buffer": 0.0876,
      "v5_transition_adjusted_risk": 0.0388,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0113,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0112,
      "delta_vs_live_transition": 0.0074,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7752,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5862,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6192
      },
      "realization_scalar": 0.3154,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21421",
      "title": "Civil engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.218,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1164,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4411,
      "posterior_exposure_p50": 0.6168,
      "posterior_exposure_p90": 0.7925,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.3364,
      "v5_structural_exposure": 0.5121,
      "v5_structural_exposure_p90": 0.6878,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3332,
      "task_mode_copilot_share": 0.4042,
      "task_mode_human_led_share": 0.2626,
      "task_mode_effective_coverage": 0.0113,
      "task_mode_automation_pressure": 0.006,
      "task_mode_augmentation_upside": 0.0026,
      "task_mode_concentration": 0.5026,
      "v5_effective_augmentation": 0.0408,
      "v5_demand_fragility": 0.1062,
      "v5_reallocation_capacity": 0.5477,
      "v5_concentration_adjustment": 1.0191,
      "v5_structural_risk_p10": 0.137,
      "v5_structural_risk": 0.2085,
      "v5_structural_risk_p90": 0.2801,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0504,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6047,
      "v5_adaptation_capacity": 0.3833,
      "v5_adaptation_buffer": 0.0767,
      "v5_transition_adjusted_risk": 0.1925,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0701,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0095,
      "delta_vs_live_transition": -0.0255,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7253,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.541,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5964
      },
      "realization_scalar": 0.3953,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26341",
      "title": "Clinical psychologist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0916,
      "live_risk_band": "low",
      "live_augmentation": 0.1942,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3548,
      "posterior_exposure_p50": 0.5305,
      "posterior_exposure_p90": 0.7062,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.3104,
      "v5_structural_exposure": 0.4861,
      "v5_structural_exposure_p90": 0.6618,
      "task_mode_blend_weight": 0.4415,
      "task_mode_matched_task_weight_share": 0.9831,
      "task_mode_delegable_share": 0.3291,
      "task_mode_copilot_share": 0.3752,
      "task_mode_human_led_share": 0.2957,
      "task_mode_effective_coverage": 0.0269,
      "task_mode_automation_pressure": 0.014,
      "task_mode_augmentation_upside": 0.0065,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0681,
      "v5_demand_fragility": 0.1351,
      "v5_reallocation_capacity": 0.1006,
      "v5_concentration_adjustment": 1.0243,
      "v5_structural_risk_p10": 0.0655,
      "v5_structural_risk": 0.1025,
      "v5_structural_risk_p90": 0.1396,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0835,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6013,
      "v5_adaptation_capacity": 0.3376,
      "v5_adaptation_buffer": 0.0675,
      "v5_transition_adjusted_risk": 0.0956,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0299,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0109,
      "delta_vs_live_transition": 0.004,
      "best_transition": {
        "to_ssoc": "26361",
        "to_title": "Minister of religion",
        "composite": 0.6634,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.544,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6302
      },
      "realization_scalar": 0.3376,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21347",
      "title": "Clinical research professional",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0705,
      "live_risk_band": "low",
      "live_augmentation": 0.3139,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3863,
      "posterior_exposure_p50": 0.565,
      "posterior_exposure_p90": 0.7436,
      "posterior_interval_width_80": 0.3573,
      "v5_structural_exposure_p10": 0.348,
      "v5_structural_exposure": 0.5267,
      "v5_structural_exposure_p90": 0.7053,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3491,
      "task_mode_copilot_share": 0.4196,
      "task_mode_human_led_share": 0.2313,
      "task_mode_effective_coverage": 0.0337,
      "task_mode_automation_pressure": 0.0185,
      "task_mode_augmentation_upside": 0.0072,
      "task_mode_concentration": 0.324,
      "v5_effective_augmentation": 0.099,
      "v5_demand_fragility": 0.1096,
      "v5_reallocation_capacity": 0.7077,
      "v5_concentration_adjustment": 1.0197,
      "v5_structural_risk_p10": 0.0489,
      "v5_structural_risk": 0.074,
      "v5_structural_risk_p90": 0.0991,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1219,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5304,
      "v5_adaptation_capacity": 0.3929,
      "v5_adaptation_buffer": 0.0786,
      "v5_transition_adjusted_risk": 0.0682,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0194,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0035,
      "delta_vs_live_transition": -0.0023,
      "best_transition": {
        "to_ssoc": "21222",
        "to_title": "Data scientist",
        "composite": 0.6542,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4604,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5599
      },
      "realization_scalar": 0.3081,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25231",
      "title": "Cloud specialist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.3499,
      "live_risk_band": "high",
      "live_augmentation": 0.1791,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.4933,
      "posterior_exposure_p50": 0.6797,
      "posterior_exposure_p90": 0.8661,
      "posterior_interval_width_80": 0.3728,
      "v5_structural_exposure_p10": 0.4933,
      "v5_structural_exposure": 0.6797,
      "v5_structural_exposure_p90": 0.8661,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.1115,
      "v5_demand_fragility": 0.2051,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0369,
      "v5_structural_risk_p10": 0.2516,
      "v5_structural_risk": 0.3467,
      "v5_structural_risk_p90": 0.4418,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.1115,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6,
      "v5_adaptation_capacity": 0.405,
      "v5_adaptation_buffer": 0.081,
      "v5_transition_adjusted_risk": 0.3186,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0449,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0032,
      "delta_vs_live_transition": -0.0313,
      "best_transition": {
        "to_ssoc": "13302",
        "to_title": "Software and applications manager",
        "composite": 0.6777,
        "observed_transition_rate": null,
        "destination_quality": 0.5707,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.613
      },
      "realization_scalar": 0.1498,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21721",
      "title": "Commercial airline pilot",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0024,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0915,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2132,
      "posterior_exposure_p50": 0.3762,
      "posterior_exposure_p90": 0.5393,
      "posterior_interval_width_80": 0.3261,
      "v5_structural_exposure_p10": 0.1281,
      "v5_structural_exposure": 0.2911,
      "v5_structural_exposure_p90": 0.4542,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.029,
      "v5_demand_fragility": 0.1026,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0185,
      "v5_structural_risk_p10": 0.0019,
      "v5_structural_risk": 0.0044,
      "v5_structural_risk_p90": 0.0069,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0363,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5158,
      "v5_adaptation_capacity": 0.3986,
      "v5_adaptation_buffer": 0.0797,
      "v5_transition_adjusted_risk": 0.0041,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0013,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.002,
      "delta_vs_live_transition": 0.0017,
      "best_transition": {
        "to_ssoc": "21496",
        "to_title": "Energy engineer",
        "composite": 0.636,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4394,
        "wage_preservation": 0.8953,
        "training_ease": 0,
        "empirical_priority": 0.5338
      },
      "realization_scalar": 0.337,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24154",
      "title": "Commodities and freight derivatives broker",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3602,
      "live_risk_band": "high",
      "live_augmentation": 0.1886,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5403,
      "posterior_exposure_p50": 0.7189,
      "posterior_exposure_p90": 0.8975,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.4736,
      "v5_structural_exposure": 0.6522,
      "v5_structural_exposure_p90": 0.8308,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3687,
      "task_mode_copilot_share": 0.3552,
      "task_mode_human_led_share": 0.2761,
      "task_mode_effective_coverage": 0.0703,
      "task_mode_automation_pressure": 0.0379,
      "task_mode_augmentation_upside": 0.0157,
      "task_mode_concentration": 0.0795,
      "v5_effective_augmentation": 0.0804,
      "v5_demand_fragility": 0.1164,
      "v5_reallocation_capacity": 0.928,
      "v5_concentration_adjustment": 1.021,
      "v5_structural_risk_p10": 0.2355,
      "v5_structural_risk": 0.3243,
      "v5_structural_risk_p90": 0.4131,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0966,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5927,
      "v5_adaptation_capacity": 0.4394,
      "v5_adaptation_buffer": 0.0879,
      "v5_transition_adjusted_risk": 0.2958,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.098,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0359,
      "delta_vs_live_transition": -0.0644,
      "best_transition": {
        "to_ssoc": "24152",
        "to_title": "Foreign exchange broker",
        "composite": 0.7556,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5658,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6096
      },
      "realization_scalar": 0.3588,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24351",
      "title": "Commodities trader (excluding oil and bunker)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.378,
      "live_risk_band": "high",
      "live_augmentation": 0.2604,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5815,
      "posterior_exposure_p50": 0.7446,
      "posterior_exposure_p90": 0.9076,
      "posterior_interval_width_80": 0.3261,
      "v5_structural_exposure_p10": 0.59,
      "v5_structural_exposure": 0.7531,
      "v5_structural_exposure_p90": 0.9161,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3265,
      "task_mode_copilot_share": 0.346,
      "task_mode_human_led_share": 0.3275,
      "task_mode_effective_coverage": 0.2759,
      "task_mode_automation_pressure": 0.14,
      "task_mode_augmentation_upside": 0.0699,
      "task_mode_concentration": 0.0903,
      "v5_effective_augmentation": 0.1161,
      "v5_demand_fragility": 0.1287,
      "v5_reallocation_capacity": 0.9189,
      "v5_concentration_adjustment": 1.0232,
      "v5_structural_risk_p10": 0.2619,
      "v5_structural_risk": 0.3343,
      "v5_structural_risk_p90": 0.4066,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.1277,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5874,
      "v5_adaptation_capacity": 0.4512,
      "v5_adaptation_buffer": 0.0902,
      "v5_transition_adjusted_risk": 0.3041,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1119,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0437,
      "delta_vs_live_transition": -0.0739,
      "best_transition": {
        "to_ssoc": "24352",
        "to_title": "Oil and bunker trader",
        "composite": 0.7718,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5861,
        "wage_preservation": 0.931,
        "training_ease": 0,
        "empirical_priority": 0.6073
      },
      "realization_scalar": 0.3975,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24132",
      "title": "Compliance officer/Risk analyst (financial)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.458,
      "live_risk_band": "high",
      "live_augmentation": 0.1918,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.5808,
      "posterior_exposure_p50": 0.7596,
      "posterior_exposure_p90": 0.9385,
      "posterior_interval_width_80": 0.3577,
      "v5_structural_exposure_p10": 0.5808,
      "v5_structural_exposure": 0.7596,
      "v5_structural_exposure_p90": 0.9385,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.1384,
      "v5_demand_fragility": 0.5641,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1015,
      "v5_structural_risk_p10": 0.3327,
      "v5_structural_risk": 0.4351,
      "v5_structural_risk_p90": 0.5376,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.1384,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6307,
      "v5_adaptation_capacity": 0.4139,
      "v5_adaptation_buffer": 0.0828,
      "v5_transition_adjusted_risk": 0.3991,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.073,
      "v5_impact_type": "mixed",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0229,
      "delta_vs_live_transition": -0.0589,
      "best_transition": {
        "to_ssoc": "24135",
        "to_title": "Financial product structurer",
        "composite": 0.7807,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5931,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6221
      },
      "realization_scalar": 0.1806,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21522",
      "title": "Computer engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2848,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1511,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4667,
      "posterior_exposure_p50": 0.6311,
      "posterior_exposure_p90": 0.7954,
      "posterior_interval_width_80": 0.3287,
      "v5_structural_exposure_p10": 0.494,
      "v5_structural_exposure": 0.6584,
      "v5_structural_exposure_p90": 0.8227,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3437,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.2256,
      "task_mode_effective_coverage": 0.1383,
      "task_mode_automation_pressure": 0.076,
      "task_mode_augmentation_upside": 0.0297,
      "task_mode_concentration": 0.2701,
      "v5_effective_augmentation": 0.0615,
      "v5_demand_fragility": 0.1266,
      "v5_reallocation_capacity": 0.7565,
      "v5_concentration_adjustment": 1.0228,
      "v5_structural_risk_p10": 0.2077,
      "v5_structural_risk": 0.2768,
      "v5_structural_risk_p90": 0.3459,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0695,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6197,
      "v5_adaptation_capacity": 0.4235,
      "v5_adaptation_buffer": 0.0847,
      "v5_transition_adjusted_risk": 0.2534,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.076,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.008,
      "delta_vs_live_transition": -0.0314,
      "best_transition": {
        "to_ssoc": "21525",
        "to_title": "Instrumentation engineer",
        "composite": 0.7555,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5674,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6099
      },
      "realization_scalar": 0.3241,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26413",
      "title": "Content writer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.6123,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0562,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5691,
      "posterior_exposure_p50": 0.7447,
      "posterior_exposure_p90": 0.9204,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.5467,
      "v5_structural_exposure": 0.7223,
      "v5_structural_exposure_p90": 0.898,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2878,
      "task_mode_copilot_share": 0.3741,
      "task_mode_human_led_share": 0.3381,
      "task_mode_effective_coverage": 0.1518,
      "task_mode_automation_pressure": 0.0747,
      "task_mode_augmentation_upside": 0.041,
      "task_mode_concentration": 0.1647,
      "v5_effective_augmentation": 0.0524,
      "v5_demand_fragility": 0.1337,
      "v5_reallocation_capacity": 0.8529,
      "v5_concentration_adjustment": 1.0241,
      "v5_structural_risk_p10": 0.4025,
      "v5_structural_risk": 0.5318,
      "v5_structural_risk_p90": 0.6612,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0553,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6413,
      "v5_adaptation_capacity": 0.441,
      "v5_adaptation_buffer": 0.0882,
      "v5_transition_adjusted_risk": 0.4849,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.091,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0805,
      "delta_vs_live_transition": -0.1274,
      "best_transition": {
        "to_ssoc": "26422",
        "to_title": "Editor (news and periodicals)",
        "composite": 0.7988,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.6276,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6348
      },
      "realization_scalar": 0.2026,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26373",
      "title": "Counsellor (family)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0383,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1421,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3903,
      "posterior_exposure_p50": 0.5689,
      "posterior_exposure_p90": 0.7475,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.2186,
      "v5_structural_exposure": 0.3972,
      "v5_structural_exposure_p90": 0.5758,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0447,
      "v5_demand_fragility": 0.1179,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0212,
      "v5_structural_risk_p10": 0.0215,
      "v5_structural_risk": 0.0391,
      "v5_structural_risk_p90": 0.0567,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0559,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5746,
      "v5_adaptation_capacity": 0.4273,
      "v5_adaptation_buffer": 0.0855,
      "v5_transition_adjusted_risk": 0.0358,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0118,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0008,
      "delta_vs_live_transition": -0.0025,
      "best_transition": {
        "to_ssoc": "26375",
        "to_title": "Career coach (counselling)",
        "composite": 0.7066,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5149,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5856
      },
      "realization_scalar": 0.3557,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24311",
      "title": "Creative advertising professional",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2839,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2603,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6019,
      "posterior_exposure_p50": 0.7622,
      "posterior_exposure_p90": 0.9226,
      "posterior_interval_width_80": 0.3207,
      "v5_structural_exposure_p10": 0.5691,
      "v5_structural_exposure": 0.7294,
      "v5_structural_exposure_p90": 0.8898,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3096,
      "task_mode_copilot_share": 0.41,
      "task_mode_human_led_share": 0.2804,
      "task_mode_effective_coverage": 0.1361,
      "task_mode_automation_pressure": 0.0705,
      "task_mode_augmentation_upside": 0.0331,
      "task_mode_concentration": 0.2619,
      "v5_effective_augmentation": 0.0953,
      "v5_demand_fragility": 0.1354,
      "v5_reallocation_capacity": 0.7653,
      "v5_concentration_adjustment": 1.0244,
      "v5_structural_risk_p10": 0.1966,
      "v5_structural_risk": 0.252,
      "v5_structural_risk_p90": 0.3074,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1109,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.594,
      "v5_adaptation_capacity": 0.426,
      "v5_adaptation_buffer": 0.0852,
      "v5_transition_adjusted_risk": 0.2305,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.084,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0319,
      "delta_vs_live_transition": -0.0534,
      "best_transition": {
        "to_ssoc": "24353",
        "to_title": "Ship charterer",
        "composite": 0.7039,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5132,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5846
      },
      "realization_scalar": 0.3931,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26212",
      "title": "Curator",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2336,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1897,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4217,
      "posterior_exposure_p50": 0.5974,
      "posterior_exposure_p90": 0.773,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.4956,
      "v5_structural_exposure": 0.6713,
      "v5_structural_exposure_p90": 0.8469,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3172,
      "task_mode_copilot_share": 0.4192,
      "task_mode_human_led_share": 0.2636,
      "task_mode_effective_coverage": 0.2604,
      "task_mode_automation_pressure": 0.1371,
      "task_mode_augmentation_upside": 0.0612,
      "task_mode_concentration": 0.2063,
      "v5_effective_augmentation": 0.0874,
      "v5_demand_fragility": 0.1521,
      "v5_reallocation_capacity": 0.8148,
      "v5_concentration_adjustment": 1.0274,
      "v5_structural_risk_p10": 0.177,
      "v5_structural_risk": 0.2398,
      "v5_structural_risk_p90": 0.3025,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.094,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5895,
      "v5_adaptation_capacity": 0.4279,
      "v5_adaptation_buffer": 0.0856,
      "v5_transition_adjusted_risk": 0.2193,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0747,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0062,
      "delta_vs_live_transition": -0.0143,
      "best_transition": {
        "to_ssoc": "26343",
        "to_title": "Industrial and organisational psychologist",
        "composite": 0.6375,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5196,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6182
      },
      "realization_scalar": 0.3664,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25241",
      "title": "Cyber risk specialist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.4448,
      "live_risk_band": "high",
      "live_augmentation": 0.172,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.5356,
      "posterior_exposure_p50": 0.7259,
      "posterior_exposure_p90": 0.9162,
      "posterior_interval_width_80": 0.3806,
      "v5_structural_exposure_p10": 0.5356,
      "v5_structural_exposure": 0.7259,
      "v5_structural_exposure_p90": 0.9162,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.1106,
      "v5_demand_fragility": 0.2051,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0369,
      "v5_structural_risk_p10": 0.2961,
      "v5_structural_risk": 0.4013,
      "v5_structural_risk_p90": 0.5065,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.1106,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6064,
      "v5_adaptation_capacity": 0.4074,
      "v5_adaptation_buffer": 0.0815,
      "v5_transition_adjusted_risk": 0.3686,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1426,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0435,
      "delta_vs_live_transition": -0.0762,
      "best_transition": {
        "to_ssoc": "13302",
        "to_title": "Software and applications manager",
        "composite": 0.7062,
        "observed_transition_rate": null,
        "destination_quality": 0.6041,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.633
      },
      "realization_scalar": 0.411,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25245",
      "title": "Cybersecurity architect",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4684,
      "live_risk_band": "high",
      "live_augmentation": 0.1802,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5484,
      "posterior_exposure_p50": 0.735,
      "posterior_exposure_p90": 0.9216,
      "posterior_interval_width_80": 0.3732,
      "v5_structural_exposure_p10": 0.5712,
      "v5_structural_exposure": 0.7578,
      "v5_structural_exposure_p90": 0.9444,
      "task_mode_blend_weight": 0.4419,
      "task_mode_matched_task_weight_share": 0.9838,
      "task_mode_delegable_share": 0.329,
      "task_mode_copilot_share": 0.4153,
      "task_mode_human_led_share": 0.2557,
      "task_mode_effective_coverage": 0.3872,
      "task_mode_automation_pressure": 0.2067,
      "task_mode_augmentation_upside": 0.0885,
      "task_mode_concentration": 0.0381,
      "v5_effective_augmentation": 0.1003,
      "v5_demand_fragility": 0.0505,
      "v5_reallocation_capacity": 0.9657,
      "v5_concentration_adjustment": 1.0091,
      "v5_structural_risk_p10": 0.3078,
      "v5_structural_risk": 0.4083,
      "v5_structural_risk_p90": 0.5088,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.1032,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5468,
      "v5_adaptation_capacity": 0.4386,
      "v5_adaptation_buffer": 0.0877,
      "v5_transition_adjusted_risk": 0.3725,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1063,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0601,
      "delta_vs_live_transition": -0.0959,
      "best_transition": {
        "to_ssoc": "21670",
        "to_title": "Service designer",
        "composite": 0.6236,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4347,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5464
      },
      "realization_scalar": 0.3136,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25291",
      "title": "Data centre engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5068,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0707,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5549,
      "posterior_exposure_p50": 0.722,
      "posterior_exposure_p90": 0.8892,
      "posterior_interval_width_80": 0.3343,
      "v5_structural_exposure_p10": 0.4988,
      "v5_structural_exposure": 0.6659,
      "v5_structural_exposure_p90": 0.8331,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3532,
      "task_mode_copilot_share": 0.4006,
      "task_mode_human_led_share": 0.2461,
      "task_mode_effective_coverage": 0.0867,
      "task_mode_automation_pressure": 0.0473,
      "task_mode_augmentation_upside": 0.0189,
      "task_mode_concentration": 0.1217,
      "v5_effective_augmentation": 0.039,
      "v5_demand_fragility": 0.0478,
      "v5_reallocation_capacity": 0.8901,
      "v5_concentration_adjustment": 1.0086,
      "v5_structural_risk_p10": 0.3311,
      "v5_structural_risk": 0.442,
      "v5_structural_risk_p90": 0.553,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.044,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6142,
      "v5_adaptation_capacity": 0.4316,
      "v5_adaptation_buffer": 0.0863,
      "v5_transition_adjusted_risk": 0.4038,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0695,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0648,
      "delta_vs_live_transition": -0.103,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.752,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5803,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6122
      },
      "realization_scalar": 0.1892,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21222",
      "title": "Data scientist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5435,
      "live_risk_band": "very_high",
      "live_augmentation": 0.133,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6067,
      "posterior_exposure_p50": 0.7697,
      "posterior_exposure_p90": 0.9328,
      "posterior_interval_width_80": 0.3261,
      "v5_structural_exposure_p10": 0.6054,
      "v5_structural_exposure": 0.7684,
      "v5_structural_exposure_p90": 0.9315,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.386,
      "task_mode_copilot_share": 0.3682,
      "task_mode_human_led_share": 0.2458,
      "task_mode_effective_coverage": 0.2891,
      "task_mode_automation_pressure": 0.161,
      "task_mode_augmentation_upside": 0.0602,
      "task_mode_concentration": 0.0665,
      "v5_effective_augmentation": 0.0865,
      "v5_demand_fragility": 0.1151,
      "v5_reallocation_capacity": 0.9397,
      "v5_concentration_adjustment": 1.0207,
      "v5_structural_risk_p10": 0.3685,
      "v5_structural_risk": 0.4677,
      "v5_structural_risk_p90": 0.567,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0931,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6459,
      "v5_adaptation_capacity": 0.467,
      "v5_adaptation_buffer": 0.0934,
      "v5_transition_adjusted_risk": 0.4241,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0598,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0758,
      "delta_vs_live_transition": -0.1194,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.793,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.6964,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6979
      },
      "realization_scalar": 0.1528,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25211",
      "title": "Database administrator",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.6214,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0583,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6082,
      "posterior_exposure_p50": 0.7753,
      "posterior_exposure_p90": 0.9425,
      "posterior_interval_width_80": 0.3343,
      "v5_structural_exposure_p10": 0.5964,
      "v5_structural_exposure": 0.7635,
      "v5_structural_exposure_p90": 0.9307,
      "task_mode_blend_weight": 0.404,
      "task_mode_matched_task_weight_share": 0.908,
      "task_mode_delegable_share": 0.3296,
      "task_mode_copilot_share": 0.3835,
      "task_mode_human_led_share": 0.2869,
      "task_mode_effective_coverage": 0.2365,
      "task_mode_automation_pressure": 0.1236,
      "task_mode_augmentation_upside": 0.0565,
      "task_mode_concentration": 0.1765,
      "v5_effective_augmentation": 0.0622,
      "v5_demand_fragility": 0.0677,
      "v5_reallocation_capacity": 0.8413,
      "v5_concentration_adjustment": 1.0122,
      "v5_structural_risk_p10": 0.4228,
      "v5_structural_risk": 0.5412,
      "v5_structural_risk_p90": 0.6597,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0636,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6221,
      "v5_adaptation_capacity": 0.4387,
      "v5_adaptation_buffer": 0.0877,
      "v5_transition_adjusted_risk": 0.4937,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0579,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0802,
      "delta_vs_live_transition": -0.1277,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7652,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5958,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6191
      },
      "realization_scalar": 0.1284,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25212",
      "title": "Database architect",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.6266,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0613,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6092,
      "posterior_exposure_p50": 0.7763,
      "posterior_exposure_p90": 0.9434,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.6155,
      "v5_structural_exposure": 0.7826,
      "v5_structural_exposure_p90": 0.9497,
      "task_mode_blend_weight": 0.4419,
      "task_mode_matched_task_weight_share": 0.9838,
      "task_mode_delegable_share": 0.3351,
      "task_mode_copilot_share": 0.4073,
      "task_mode_human_led_share": 0.2576,
      "task_mode_effective_coverage": 0.3874,
      "task_mode_automation_pressure": 0.2073,
      "task_mode_augmentation_upside": 0.0881,
      "task_mode_concentration": 0.0381,
      "v5_effective_augmentation": 0.0741,
      "v5_demand_fragility": 0.0505,
      "v5_reallocation_capacity": 0.9657,
      "v5_concentration_adjustment": 1.0091,
      "v5_structural_risk_p10": 0.4309,
      "v5_structural_risk": 0.548,
      "v5_structural_risk_p90": 0.665,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0706,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6073,
      "v5_adaptation_capacity": 0.454,
      "v5_adaptation_buffer": 0.0908,
      "v5_transition_adjusted_risk": 0.4982,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1662,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0786,
      "delta_vs_live_transition": -0.1284,
      "best_transition": {
        "to_ssoc": "21496",
        "to_title": "Energy engineer",
        "composite": 0.7396,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5689,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6065
      },
      "realization_scalar": 0.3665,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22122",
      "title": "Dermatologist",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0159,
      "live_risk_band": "very_low",
      "live_augmentation": 0.2436,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3384,
      "posterior_exposure_p50": 0.5027,
      "posterior_exposure_p90": 0.667,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.3995,
      "v5_structural_exposure": 0.5638,
      "v5_structural_exposure_p90": 0.7281,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2986,
      "task_mode_copilot_share": 0.3198,
      "task_mode_human_led_share": 0.3817,
      "task_mode_effective_coverage": 0.1131,
      "task_mode_automation_pressure": 0.0545,
      "task_mode_augmentation_upside": 0.0319,
      "task_mode_concentration": 0.3401,
      "v5_effective_augmentation": 0.0884,
      "v5_demand_fragility": 0.0807,
      "v5_reallocation_capacity": 0.6957,
      "v5_concentration_adjustment": 1.0145,
      "v5_structural_risk_p10": 0.0145,
      "v5_structural_risk": 0.0204,
      "v5_structural_risk_p90": 0.0264,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1025,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5235,
      "v5_adaptation_capacity": 0.3868,
      "v5_adaptation_buffer": 0.0774,
      "v5_transition_adjusted_risk": 0.0188,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0045,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0045,
      "delta_vs_live_transition": 0.0029,
      "best_transition": {
        "to_ssoc": "22632",
        "to_title": "Environmental officer (public health)",
        "composite": 0.6263,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4307,
        "wage_preservation": 0.9687,
        "training_ease": 0,
        "empirical_priority": 0.5411
      },
      "realization_scalar": 0.2625,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22142",
      "title": "Diagnostic radiologist",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0161,
      "live_risk_band": "very_low",
      "live_augmentation": 0.2126,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.3423,
      "posterior_exposure_p50": 0.5125,
      "posterior_exposure_p90": 0.6827,
      "posterior_interval_width_80": 0.3404,
      "v5_structural_exposure_p10": 0.3423,
      "v5_structural_exposure": 0.5125,
      "v5_structural_exposure_p90": 0.6827,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.101,
      "v5_demand_fragility": 0.2821,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0508,
      "v5_structural_risk_p10": 0.0132,
      "v5_structural_risk": 0.0198,
      "v5_structural_risk_p90": 0.0263,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.101,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5882,
      "v5_adaptation_capacity": 0.3919,
      "v5_adaptation_buffer": 0.0784,
      "v5_transition_adjusted_risk": 0.0182,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0046,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0037,
      "delta_vs_live_transition": 0.0021,
      "best_transition": {
        "to_ssoc": "22145",
        "to_title": "Ophthalmologist",
        "composite": 0.7137,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5217,
        "wage_preservation": 0.9698,
        "training_ease": 0,
        "empirical_priority": 0.5841
      },
      "realization_scalar": 0.2634,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22651",
      "title": "Dietitian",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.049,
      "live_risk_band": "very_low",
      "live_augmentation": 0.2576,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5039,
      "posterior_exposure_p50": 0.6796,
      "posterior_exposure_p90": 0.8553,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.4522,
      "v5_structural_exposure": 0.6279,
      "v5_structural_exposure_p90": 0.8036,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2257,
      "task_mode_copilot_share": 0.3402,
      "task_mode_human_led_share": 0.4341,
      "task_mode_effective_coverage": 0.0717,
      "task_mode_automation_pressure": 0.0314,
      "task_mode_augmentation_upside": 0.0235,
      "task_mode_concentration": 0.3828,
      "v5_effective_augmentation": 0.0876,
      "v5_demand_fragility": 0.0733,
      "v5_reallocation_capacity": 0.6616,
      "v5_concentration_adjustment": 1.0132,
      "v5_structural_risk_p10": 0.0349,
      "v5_structural_risk": 0.0484,
      "v5_structural_risk_p90": 0.062,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1036,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5879,
      "v5_adaptation_capacity": 0.4101,
      "v5_adaptation_buffer": 0.082,
      "v5_transition_adjusted_risk": 0.0445,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0107,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0006,
      "delta_vs_live_transition": -0.0045,
      "best_transition": {
        "to_ssoc": "22652",
        "to_title": "Nutritionist",
        "composite": 0.7059,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.514,
        "wage_preservation": 0.9949,
        "training_ease": 0,
        "empirical_priority": 0.5844
      },
      "realization_scalar": 0.2626,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24314",
      "title": "Digital marketing professional (e.g. online, social media, e-commerce marketing professional)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.292,
      "live_risk_band": "moderate",
      "live_augmentation": 0.248,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.603,
      "posterior_exposure_p50": 0.7633,
      "posterior_exposure_p90": 0.9237,
      "posterior_interval_width_80": 0.3207,
      "v5_structural_exposure_p10": 0.5796,
      "v5_structural_exposure": 0.7399,
      "v5_structural_exposure_p90": 0.9003,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.278,
      "task_mode_copilot_share": 0.3792,
      "task_mode_human_led_share": 0.3428,
      "task_mode_effective_coverage": 0.1825,
      "task_mode_automation_pressure": 0.0888,
      "task_mode_augmentation_upside": 0.0502,
      "task_mode_concentration": 0.2265,
      "v5_effective_augmentation": 0.1092,
      "v5_demand_fragility": 0.1387,
      "v5_reallocation_capacity": 0.798,
      "v5_concentration_adjustment": 1.025,
      "v5_structural_risk_p10": 0.2031,
      "v5_structural_risk": 0.2592,
      "v5_structural_risk_p90": 0.3154,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.124,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5945,
      "v5_adaptation_capacity": 0.436,
      "v5_adaptation_buffer": 0.0872,
      "v5_transition_adjusted_risk": 0.2366,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0288,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0328,
      "delta_vs_live_transition": -0.0554,
      "best_transition": {
        "to_ssoc": "24313",
        "to_title": "Marketing strategy/planning professional",
        "composite": 0.7364,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5465,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6003
      },
      "realization_scalar": 0.1311,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26542",
      "title": "Director (stage, film, television, game, commercial, video and radio)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1021,
      "live_risk_band": "low",
      "live_augmentation": 0.2801,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4429,
      "posterior_exposure_p50": 0.6073,
      "posterior_exposure_p90": 0.7716,
      "posterior_interval_width_80": 0.3287,
      "v5_structural_exposure_p10": 0.435,
      "v5_structural_exposure": 0.5994,
      "v5_structural_exposure_p90": 0.7637,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3432,
      "task_mode_copilot_share": 0.37,
      "task_mode_human_led_share": 0.2868,
      "task_mode_effective_coverage": 0.0828,
      "task_mode_automation_pressure": 0.0436,
      "task_mode_augmentation_upside": 0.0194,
      "task_mode_concentration": 0.5597,
      "v5_effective_augmentation": 0.0972,
      "v5_demand_fragility": 0.1477,
      "v5_reallocation_capacity": 0.4955,
      "v5_concentration_adjustment": 1.0266,
      "v5_structural_risk_p10": 0.0729,
      "v5_structural_risk": 0.1004,
      "v5_structural_risk_p90": 0.128,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1167,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5068,
      "v5_adaptation_capacity": 0.3546,
      "v5_adaptation_buffer": 0.0709,
      "v5_transition_adjusted_risk": 0.0933,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0305,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0017,
      "delta_vs_live_transition": -0.0088,
      "best_transition": {
        "to_ssoc": "26422",
        "to_title": "Editor (news and periodicals)",
        "composite": 0.6178,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4205,
        "wage_preservation": 0.9002,
        "training_ease": 0,
        "empirical_priority": 0.5257
      },
      "realization_scalar": 0.3512,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "23622",
      "title": "Early intervention teacher for infants and children",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1318,
      "live_risk_band": "low",
      "live_augmentation": 0.1483,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.3612,
      "posterior_exposure_p50": 0.5432,
      "posterior_exposure_p90": 0.7252,
      "posterior_interval_width_80": 0.364,
      "v5_structural_exposure_p10": 0.3612,
      "v5_structural_exposure": 0.5432,
      "v5_structural_exposure_p90": 0.7252,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0759,
      "v5_demand_fragility": 0.2308,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0415,
      "v5_structural_risk_p10": 0.0982,
      "v5_structural_risk": 0.1477,
      "v5_structural_risk_p90": 0.1972,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0759,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5634,
      "v5_adaptation_capacity": 0.372,
      "v5_adaptation_buffer": 0.0744,
      "v5_transition_adjusted_risk": 0.1368,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0345,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0159,
      "delta_vs_live_transition": 0.005,
      "best_transition": {
        "to_ssoc": "23101",
        "to_title": "University lecturer",
        "composite": 0.6119,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4904,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.605
      },
      "realization_scalar": 0.267,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26310",
      "title": "Economist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3112,
      "live_risk_band": "high",
      "live_augmentation": 0.2618,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5944,
      "posterior_exposure_p50": 0.7547,
      "posterior_exposure_p90": 0.9151,
      "posterior_interval_width_80": 0.3207,
      "v5_structural_exposure_p10": 0.5508,
      "v5_structural_exposure": 0.7111,
      "v5_structural_exposure_p90": 0.8715,
      "task_mode_blend_weight": 0.4331,
      "task_mode_matched_task_weight_share": 0.9662,
      "task_mode_delegable_share": 0.3384,
      "task_mode_copilot_share": 0.4031,
      "task_mode_human_led_share": 0.2584,
      "task_mode_effective_coverage": 0.12,
      "task_mode_automation_pressure": 0.0643,
      "task_mode_augmentation_upside": 0.0272,
      "task_mode_concentration": 0.2076,
      "v5_effective_augmentation": 0.1038,
      "v5_demand_fragility": 0.1339,
      "v5_reallocation_capacity": 0.813,
      "v5_concentration_adjustment": 1.0241,
      "v5_structural_risk_p10": 0.2094,
      "v5_structural_risk": 0.2704,
      "v5_structural_risk_p90": 0.3313,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1229,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6289,
      "v5_adaptation_capacity": 0.4492,
      "v5_adaptation_buffer": 0.0898,
      "v5_transition_adjusted_risk": 0.2461,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0823,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0408,
      "delta_vs_live_transition": -0.0651,
      "best_transition": {
        "to_ssoc": "26343",
        "to_title": "Industrial and organisational psychologist",
        "composite": 0.7008,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5886,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6499
      },
      "realization_scalar": 0.361,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26422",
      "title": "Editor (news and periodicals)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.192,
      "live_risk_band": "moderate",
      "live_augmentation": 0.3526,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.573,
      "posterior_exposure_p50": 0.7315,
      "posterior_exposure_p90": 0.89,
      "posterior_interval_width_80": 0.317,
      "v5_structural_exposure_p10": 0.5555,
      "v5_structural_exposure": 0.714,
      "v5_structural_exposure_p90": 0.8725,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3432,
      "task_mode_copilot_share": 0.37,
      "task_mode_human_led_share": 0.2868,
      "task_mode_effective_coverage": 0.1445,
      "task_mode_automation_pressure": 0.0761,
      "task_mode_augmentation_upside": 0.0339,
      "task_mode_concentration": 0.2655,
      "v5_effective_augmentation": 0.1277,
      "v5_demand_fragility": 0.1426,
      "v5_reallocation_capacity": 0.7607,
      "v5_concentration_adjustment": 1.0257,
      "v5_structural_risk_p10": 0.1336,
      "v5_structural_risk": 0.1717,
      "v5_structural_risk_p90": 0.2098,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1512,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.51,
      "v5_adaptation_capacity": 0.4017,
      "v5_adaptation_buffer": 0.0803,
      "v5_transition_adjusted_risk": 0.1579,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.052,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": -0.0203,
      "delta_vs_live_transition": -0.0341,
      "best_transition": {
        "to_ssoc": "26542",
        "to_title": "Director (stage, film, television, game, commercial, video and radio)",
        "composite": 0.6494,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.459,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5585
      },
      "realization_scalar": 0.3549,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26544",
      "title": "Editor (radio, television and video)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1141,
      "live_risk_band": "low",
      "live_augmentation": 0.2745,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4478,
      "posterior_exposure_p50": 0.6121,
      "posterior_exposure_p90": 0.7765,
      "posterior_interval_width_80": 0.3287,
      "v5_structural_exposure_p10": 0.484,
      "v5_structural_exposure": 0.6483,
      "v5_structural_exposure_p90": 0.8127,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3432,
      "task_mode_copilot_share": 0.37,
      "task_mode_human_led_share": 0.2868,
      "task_mode_effective_coverage": 0.1445,
      "task_mode_automation_pressure": 0.0761,
      "task_mode_augmentation_upside": 0.0339,
      "task_mode_concentration": 0.2655,
      "v5_effective_augmentation": 0.0996,
      "v5_demand_fragility": 0.1426,
      "v5_reallocation_capacity": 0.7607,
      "v5_concentration_adjustment": 1.0257,
      "v5_structural_risk_p10": 0.083,
      "v5_structural_risk": 0.1112,
      "v5_structural_risk_p90": 0.1394,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.116,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5804,
      "v5_adaptation_capacity": 0.4211,
      "v5_adaptation_buffer": 0.0842,
      "v5_transition_adjusted_risk": 0.1019,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.033,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0029,
      "delta_vs_live_transition": -0.0122,
      "best_transition": {
        "to_ssoc": "26542",
        "to_title": "Director (stage, film, television, game, commercial, video and radio)",
        "composite": 0.726,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5356,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5952
      },
      "realization_scalar": 0.3491,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21511",
      "title": "Electrical engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2356,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1543,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4206,
      "posterior_exposure_p50": 0.5963,
      "posterior_exposure_p90": 0.7719,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.4203,
      "v5_structural_exposure": 0.596,
      "v5_structural_exposure_p90": 0.7716,
      "task_mode_blend_weight": 0.4375,
      "task_mode_matched_task_weight_share": 0.975,
      "task_mode_delegable_share": 0.3565,
      "task_mode_copilot_share": 0.3622,
      "task_mode_human_led_share": 0.2812,
      "task_mode_effective_coverage": 0.0861,
      "task_mode_automation_pressure": 0.0459,
      "task_mode_augmentation_upside": 0.0197,
      "task_mode_concentration": 0.4465,
      "v5_effective_augmentation": 0.0583,
      "v5_demand_fragility": 0.1274,
      "v5_reallocation_capacity": 0.5966,
      "v5_concentration_adjustment": 1.0229,
      "v5_structural_risk_p10": 0.1604,
      "v5_structural_risk": 0.2274,
      "v5_structural_risk_p90": 0.2944,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0679,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6082,
      "v5_adaptation_capacity": 0.3976,
      "v5_adaptation_buffer": 0.0795,
      "v5_transition_adjusted_risk": 0.2093,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0666,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0082,
      "delta_vs_live_transition": -0.0263,
      "best_transition": {
        "to_ssoc": "21512",
        "to_title": "Power generation and distribution engineer",
        "composite": 0.7455,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5587,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6055
      },
      "realization_scalar": 0.3437,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21521",
      "title": "Electronics engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2304,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1991,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4585,
      "posterior_exposure_p50": 0.6228,
      "posterior_exposure_p90": 0.7871,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.4223,
      "v5_structural_exposure": 0.5866,
      "v5_structural_exposure_p90": 0.7509,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3586,
      "task_mode_copilot_share": 0.4069,
      "task_mode_human_led_share": 0.2345,
      "task_mode_effective_coverage": 0.0578,
      "task_mode_automation_pressure": 0.0318,
      "task_mode_augmentation_upside": 0.0123,
      "task_mode_concentration": 0.2555,
      "v5_effective_augmentation": 0.0729,
      "v5_demand_fragility": 0.1121,
      "v5_reallocation_capacity": 0.769,
      "v5_concentration_adjustment": 1.0202,
      "v5_structural_risk_p10": 0.1621,
      "v5_structural_risk": 0.2252,
      "v5_structural_risk_p90": 0.2882,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0881,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6013,
      "v5_adaptation_capacity": 0.4211,
      "v5_adaptation_buffer": 0.0842,
      "v5_transition_adjusted_risk": 0.2062,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.061,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0052,
      "delta_vs_live_transition": -0.0242,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.729,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5454,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5983
      },
      "realization_scalar": 0.3209,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21526",
      "title": "Embedded systems engineer (including port systems engineer)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2746,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2263,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4689,
      "posterior_exposure_p50": 0.6332,
      "posterior_exposure_p90": 0.7975,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.5058,
      "v5_structural_exposure": 0.6701,
      "v5_structural_exposure_p90": 0.8344,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3456,
      "task_mode_copilot_share": 0.3898,
      "task_mode_human_led_share": 0.2646,
      "task_mode_effective_coverage": 0.1954,
      "task_mode_automation_pressure": 0.1049,
      "task_mode_augmentation_upside": 0.0442,
      "task_mode_concentration": 0.0261,
      "v5_effective_augmentation": 0.0918,
      "v5_demand_fragility": 0.1058,
      "v5_reallocation_capacity": 0.9764,
      "v5_concentration_adjustment": 1.0191,
      "v5_structural_risk_p10": 0.1959,
      "v5_structural_risk": 0.2595,
      "v5_structural_risk_p90": 0.3232,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1037,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6044,
      "v5_adaptation_capacity": 0.4558,
      "v5_adaptation_buffer": 0.0912,
      "v5_transition_adjusted_risk": 0.2359,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0378,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0151,
      "delta_vs_live_transition": -0.0387,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7423,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5609,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6052
      },
      "realization_scalar": 0.1739,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22143",
      "title": "Emergency physician",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0165,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1892,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.3423,
      "posterior_exposure_p50": 0.5125,
      "posterior_exposure_p90": 0.6827,
      "posterior_interval_width_80": 0.3404,
      "v5_structural_exposure_p10": 0.3423,
      "v5_structural_exposure": 0.5125,
      "v5_structural_exposure_p90": 0.6827,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0899,
      "v5_demand_fragility": 0.2821,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0508,
      "v5_structural_risk_p10": 0.0135,
      "v5_structural_risk": 0.0202,
      "v5_structural_risk_p90": 0.027,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0899,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5998,
      "v5_adaptation_capacity": 0.3921,
      "v5_adaptation_buffer": 0.0784,
      "v5_transition_adjusted_risk": 0.0186,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0047,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0037,
      "delta_vs_live_transition": 0.0021,
      "best_transition": {
        "to_ssoc": "22145",
        "to_title": "Ophthalmologist",
        "composite": 0.7183,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5272,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5914
      },
      "realization_scalar": 0.2645,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21496",
      "title": "Energy engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1338,
      "live_risk_band": "low",
      "live_augmentation": 0.2659,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3953,
      "posterior_exposure_p50": 0.5596,
      "posterior_exposure_p90": 0.7239,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.392,
      "v5_structural_exposure": 0.5563,
      "v5_structural_exposure_p90": 0.7206,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3613,
      "task_mode_copilot_share": 0.3804,
      "task_mode_human_led_share": 0.2584,
      "task_mode_effective_coverage": 0.0603,
      "task_mode_automation_pressure": 0.0328,
      "task_mode_augmentation_upside": 0.0132,
      "task_mode_concentration": 0.0737,
      "v5_effective_augmentation": 0.09,
      "v5_demand_fragility": 0.1054,
      "v5_reallocation_capacity": 0.9334,
      "v5_concentration_adjustment": 1.019,
      "v5_structural_risk_p10": 0.0966,
      "v5_structural_risk": 0.1371,
      "v5_structural_risk_p90": 0.1776,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1092,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5481,
      "v5_adaptation_capacity": 0.4255,
      "v5_adaptation_buffer": 0.0851,
      "v5_transition_adjusted_risk": 0.1255,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.044,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0033,
      "delta_vs_live_transition": -0.0083,
      "best_transition": {
        "to_ssoc": "21721",
        "to_title": "Commercial airline pilot",
        "composite": 0.6668,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4787,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5674
      },
      "realization_scalar": 0.3808,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25113",
      "title": "Enterprise/Solution architect",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3748,
      "live_risk_band": "high",
      "live_augmentation": 0.2301,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5605,
      "posterior_exposure_p50": 0.7277,
      "posterior_exposure_p90": 0.8948,
      "posterior_interval_width_80": 0.3343,
      "v5_structural_exposure_p10": 0.582,
      "v5_structural_exposure": 0.7492,
      "v5_structural_exposure_p90": 0.9163,
      "task_mode_blend_weight": 0.4419,
      "task_mode_matched_task_weight_share": 0.9838,
      "task_mode_delegable_share": 0.3311,
      "task_mode_copilot_share": 0.4113,
      "task_mode_human_led_share": 0.2576,
      "task_mode_effective_coverage": 0.387,
      "task_mode_automation_pressure": 0.2066,
      "task_mode_augmentation_upside": 0.0885,
      "task_mode_concentration": 0.0381,
      "v5_effective_augmentation": 0.1107,
      "v5_demand_fragility": 0.0505,
      "v5_reallocation_capacity": 0.9657,
      "v5_concentration_adjustment": 1.0091,
      "v5_structural_risk_p10": 0.2573,
      "v5_structural_risk": 0.3312,
      "v5_structural_risk_p90": 0.4051,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.1162,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6016,
      "v5_adaptation_capacity": 0.4648,
      "v5_adaptation_buffer": 0.093,
      "v5_transition_adjusted_risk": 0.3005,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0485,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0436,
      "delta_vs_live_transition": -0.0743,
      "best_transition": {
        "to_ssoc": "13301",
        "to_title": "Chief information officer/Chief technology officer/Chief security officer",
        "composite": 0.6762,
        "observed_transition_rate": null,
        "destination_quality": 0.5701,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6145
      },
      "realization_scalar": 0.1772,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21430",
      "title": "Environmental engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0592,
      "live_risk_band": "low",
      "live_augmentation": 0.2549,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4541,
      "posterior_exposure_p50": 0.6299,
      "posterior_exposure_p90": 0.8056,
      "posterior_interval_width_80": 0.3515,
      "v5_structural_exposure_p10": 0.3618,
      "v5_structural_exposure": 0.5376,
      "v5_structural_exposure_p90": 0.7133,
      "task_mode_blend_weight": 0.4343,
      "task_mode_matched_task_weight_share": 0.9686,
      "task_mode_delegable_share": 0.3709,
      "task_mode_copilot_share": 0.3043,
      "task_mode_human_led_share": 0.3249,
      "task_mode_effective_coverage": 0.0195,
      "task_mode_automation_pressure": 0.0102,
      "task_mode_augmentation_upside": 0.0046,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0784,
      "v5_demand_fragility": 0.1152,
      "v5_reallocation_capacity": 0.0944,
      "v5_concentration_adjustment": 1.0207,
      "v5_structural_risk_p10": 0.0401,
      "v5_structural_risk": 0.0595,
      "v5_structural_risk_p90": 0.079,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0969,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6124,
      "v5_adaptation_capacity": 0.3473,
      "v5_adaptation_buffer": 0.0695,
      "v5_transition_adjusted_risk": 0.0554,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0184,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0003,
      "delta_vs_live_transition": -0.0038,
      "best_transition": {
        "to_ssoc": "21496",
        "to_title": "Energy engineer",
        "composite": 0.6617,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5402,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6289
      },
      "realization_scalar": 0.3594,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21331",
      "title": "Environmental officer (environmental protection)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.103,
      "live_risk_band": "low",
      "live_augmentation": 0.2332,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3967,
      "posterior_exposure_p50": 0.5724,
      "posterior_exposure_p90": 0.7481,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.3898,
      "v5_structural_exposure": 0.5655,
      "v5_structural_exposure_p90": 0.7412,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4431,
      "task_mode_copilot_share": 0.3878,
      "task_mode_human_led_share": 0.1691,
      "task_mode_effective_coverage": 0.061,
      "task_mode_automation_pressure": 0.0367,
      "task_mode_augmentation_upside": 0.0103,
      "task_mode_concentration": 0.7105,
      "v5_effective_augmentation": 0.0765,
      "v5_demand_fragility": 0.1315,
      "v5_reallocation_capacity": 0.3488,
      "v5_concentration_adjustment": 1.0237,
      "v5_structural_risk_p10": 0.0755,
      "v5_structural_risk": 0.1095,
      "v5_structural_risk_p90": 0.1435,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.093,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6032,
      "v5_adaptation_capacity": 0.3721,
      "v5_adaptation_buffer": 0.0744,
      "v5_transition_adjusted_risk": 0.1014,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0314,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0065,
      "delta_vs_live_transition": -0.0016,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.6608,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5413,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.629
      },
      "realization_scalar": 0.3344,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22632",
      "title": "Environmental officer (public health)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0396,
      "live_risk_band": "very_low",
      "live_augmentation": 0.3069,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4462,
      "posterior_exposure_p50": 0.6218,
      "posterior_exposure_p90": 0.7975,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.3559,
      "v5_structural_exposure": 0.5315,
      "v5_structural_exposure_p90": 0.7072,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3215,
      "task_mode_copilot_share": 0.3396,
      "task_mode_human_led_share": 0.3389,
      "task_mode_effective_coverage": 0.024,
      "task_mode_automation_pressure": 0.0121,
      "task_mode_augmentation_upside": 0.0062,
      "task_mode_concentration": 0.2393,
      "v5_effective_augmentation": 0.0972,
      "v5_demand_fragility": 0.0601,
      "v5_reallocation_capacity": 0.785,
      "v5_concentration_adjustment": 1.0108,
      "v5_structural_risk_p10": 0.0255,
      "v5_structural_risk": 0.0381,
      "v5_structural_risk_p90": 0.0507,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.12,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.516,
      "v5_adaptation_capacity": 0.3975,
      "v5_adaptation_buffer": 0.0795,
      "v5_transition_adjusted_risk": 0.0351,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0084,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0015,
      "delta_vs_live_transition": -0.0045,
      "best_transition": {
        "to_ssoc": "22122",
        "to_title": "Dermatologist",
        "composite": 0.6312,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4374,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5489
      },
      "realization_scalar": 0.2638,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24232",
      "title": "Executive search consultant",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2855,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2159,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5664,
      "posterior_exposure_p50": 0.7307,
      "posterior_exposure_p90": 0.895,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.584,
      "v5_structural_exposure": 0.7483,
      "v5_structural_exposure_p90": 0.9126,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3269,
      "task_mode_copilot_share": 0.3958,
      "task_mode_human_led_share": 0.2773,
      "task_mode_effective_coverage": 0.3539,
      "task_mode_automation_pressure": 0.186,
      "task_mode_augmentation_upside": 0.0837,
      "task_mode_concentration": 0.0461,
      "v5_effective_augmentation": 0.095,
      "v5_demand_fragility": 0.1232,
      "v5_reallocation_capacity": 0.9586,
      "v5_concentration_adjustment": 1.0222,
      "v5_structural_risk_p10": 0.1982,
      "v5_structural_risk": 0.254,
      "v5_structural_risk_p90": 0.3097,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0978,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6064,
      "v5_adaptation_capacity": 0.457,
      "v5_adaptation_buffer": 0.0914,
      "v5_transition_adjusted_risk": 0.2308,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0439,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0315,
      "delta_vs_live_transition": -0.0547,
      "best_transition": {
        "to_ssoc": "24211",
        "to_title": "Management consultant",
        "composite": 0.6929,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5776,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6454
      },
      "realization_scalar": 0.2059,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21631",
      "title": "Fashion designer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1368,
      "live_risk_band": "low",
      "live_augmentation": 0.1875,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3891,
      "posterior_exposure_p50": 0.5648,
      "posterior_exposure_p90": 0.7405,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.3718,
      "v5_structural_exposure": 0.5475,
      "v5_structural_exposure_p90": 0.7232,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3316,
      "task_mode_copilot_share": 0.3772,
      "task_mode_human_led_share": 0.2912,
      "task_mode_effective_coverage": 0.0517,
      "task_mode_automation_pressure": 0.027,
      "task_mode_augmentation_upside": 0.0124,
      "task_mode_concentration": 0.7348,
      "v5_effective_augmentation": 0.0622,
      "v5_demand_fragility": 0.1269,
      "v5_reallocation_capacity": 0.3389,
      "v5_concentration_adjustment": 1.0228,
      "v5_structural_risk_p10": 0.0968,
      "v5_structural_risk": 0.1426,
      "v5_structural_risk_p90": 0.1884,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0747,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5849,
      "v5_adaptation_capacity": 0.357,
      "v5_adaptation_buffer": 0.0714,
      "v5_transition_adjusted_risk": 0.1324,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.039,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0058,
      "delta_vs_live_transition": -0.0044,
      "best_transition": {
        "to_ssoc": "21632",
        "to_title": "Product and industrial designer",
        "composite": 0.7026,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5113,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5838
      },
      "realization_scalar": 0.3182,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24131",
      "title": "Financial analyst (e.g. equities analyst, credit analyst, investment research analyst)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.4638,
      "live_risk_band": "high",
      "live_augmentation": 0.1842,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.5808,
      "posterior_exposure_p50": 0.7596,
      "posterior_exposure_p90": 0.9385,
      "posterior_interval_width_80": 0.3577,
      "v5_structural_exposure_p10": 0.5808,
      "v5_structural_exposure": 0.7596,
      "v5_structural_exposure_p90": 0.9385,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.1329,
      "v5_demand_fragility": 0.5641,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1015,
      "v5_structural_risk_p10": 0.3369,
      "v5_structural_risk": 0.4406,
      "v5_structural_risk_p90": 0.5444,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.1329,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6316,
      "v5_adaptation_capacity": 0.412,
      "v5_adaptation_buffer": 0.0824,
      "v5_transition_adjusted_risk": 0.4043,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0579,
      "v5_impact_type": "mixed",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0232,
      "delta_vs_live_transition": -0.0595,
      "best_transition": {
        "to_ssoc": "24135",
        "to_title": "Financial product structurer",
        "composite": 0.7824,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5951,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.623
      },
      "realization_scalar": 0.1413,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24135",
      "title": "Financial product structurer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4286,
      "live_risk_band": "high",
      "live_augmentation": 0.2193,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5874,
      "posterior_exposure_p50": 0.7631,
      "posterior_exposure_p90": 0.9387,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.571,
      "v5_structural_exposure": 0.7467,
      "v5_structural_exposure_p90": 0.9223,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3173,
      "task_mode_copilot_share": 0.3622,
      "task_mode_human_led_share": 0.3205,
      "task_mode_effective_coverage": 0.2078,
      "task_mode_automation_pressure": 0.1055,
      "task_mode_augmentation_upside": 0.0528,
      "task_mode_concentration": 0.0701,
      "v5_effective_augmentation": 0.1246,
      "v5_demand_fragility": 0.1221,
      "v5_reallocation_capacity": 0.9371,
      "v5_concentration_adjustment": 1.022,
      "v5_structural_risk_p10": 0.2878,
      "v5_structural_risk": 0.3764,
      "v5_structural_risk_p90": 0.4649,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.1426,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5603,
      "v5_adaptation_capacity": 0.4447,
      "v5_adaptation_buffer": 0.0889,
      "v5_transition_adjusted_risk": 0.3429,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0989,
      "v5_impact_type": "mixed",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0522,
      "delta_vs_live_transition": -0.0857,
      "best_transition": {
        "to_ssoc": "24133",
        "to_title": "Fund/Portfolio manager (including asset allocator)",
        "composite": 0.7621,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5722,
        "wage_preservation": 0.9788,
        "training_ease": 0,
        "empirical_priority": 0.6093
      },
      "realization_scalar": 0.3121,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24121",
      "title": "Financial/Investment adviser (e.g. relationship manager)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.2269,
      "live_risk_band": "moderate",
      "live_augmentation": 0.3253,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.5079,
      "posterior_exposure_p50": 0.6867,
      "posterior_exposure_p90": 0.8656,
      "posterior_interval_width_80": 0.3577,
      "v5_structural_exposure_p10": 0.5079,
      "v5_structural_exposure": 0.6867,
      "v5_structural_exposure_p90": 0.8656,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.1808,
      "v5_demand_fragility": 0.5641,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1015,
      "v5_structural_risk_p10": 0.1694,
      "v5_structural_risk": 0.2291,
      "v5_structural_risk_p90": 0.2888,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1808,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5957,
      "v5_adaptation_capacity": 0.417,
      "v5_adaptation_buffer": 0.0834,
      "v5_transition_adjusted_risk": 0.21,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0216,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": 0.0022,
      "delta_vs_live_transition": -0.0169,
      "best_transition": {
        "to_ssoc": "24135",
        "to_title": "Financial product structurer",
        "composite": 0.7118,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5203,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5881
      },
      "realization_scalar": 0.1014,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21723",
      "title": "Flying instructor (except air force)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.003,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1361,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.2219,
      "posterior_exposure_p50": 0.388,
      "posterior_exposure_p90": 0.5541,
      "posterior_interval_width_80": 0.3322,
      "v5_structural_exposure_p10": 0.2219,
      "v5_structural_exposure": 0.388,
      "v5_structural_exposure_p90": 0.5541,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.069,
      "v5_demand_fragility": 0.5128,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0923,
      "v5_structural_risk_p10": 0.0035,
      "v5_structural_risk": 0.0061,
      "v5_structural_risk_p90": 0.0087,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.069,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4368,
      "v5_adaptation_capacity": 0.3046,
      "v5_adaptation_buffer": 0.0609,
      "v5_transition_adjusted_risk": 0.0057,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0015,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0031,
      "delta_vs_live_transition": 0.0027,
      "best_transition": {
        "to_ssoc": "23101",
        "to_title": "University lecturer",
        "composite": 0.4844,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.3488,
        "wage_preservation": 0.6495,
        "training_ease": 0.3,
        "empirical_priority": 0.4843
      },
      "realization_scalar": 0.2656,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21454",
      "title": "Food and drink technologist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1337,
      "live_risk_band": "low",
      "live_augmentation": 0.1826,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4191,
      "posterior_exposure_p50": 0.5948,
      "posterior_exposure_p90": 0.7704,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.2367,
      "v5_structural_exposure": 0.4124,
      "v5_structural_exposure_p90": 0.588,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0597,
      "v5_demand_fragility": 0.1026,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0185,
      "v5_structural_risk_p10": 0.0727,
      "v5_structural_risk": 0.1266,
      "v5_structural_risk_p90": 0.1805,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0746,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5909,
      "v5_adaptation_capacity": 0.4397,
      "v5_adaptation_buffer": 0.0879,
      "v5_transition_adjusted_risk": 0.1155,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.039,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0071,
      "delta_vs_live_transition": -0.0182,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5113,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5832
      },
      "realization_scalar": 0.3671,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24152",
      "title": "Foreign exchange broker",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3649,
      "live_risk_band": "high",
      "live_augmentation": 0.1825,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5404,
      "posterior_exposure_p50": 0.719,
      "posterior_exposure_p90": 0.8976,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.4739,
      "v5_structural_exposure": 0.6525,
      "v5_structural_exposure_p90": 0.8311,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3687,
      "task_mode_copilot_share": 0.3552,
      "task_mode_human_led_share": 0.2761,
      "task_mode_effective_coverage": 0.0703,
      "task_mode_automation_pressure": 0.0379,
      "task_mode_augmentation_upside": 0.0157,
      "task_mode_concentration": 0.0795,
      "v5_effective_augmentation": 0.078,
      "v5_demand_fragility": 0.1164,
      "v5_reallocation_capacity": 0.928,
      "v5_concentration_adjustment": 1.021,
      "v5_structural_risk_p10": 0.2385,
      "v5_structural_risk": 0.3283,
      "v5_structural_risk_p90": 0.4182,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0936,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5149,
      "v5_adaptation_capacity": 0.4066,
      "v5_adaptation_buffer": 0.0813,
      "v5_transition_adjusted_risk": 0.3016,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1004,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0366,
      "delta_vs_live_transition": -0.0633,
      "best_transition": {
        "to_ssoc": "24142",
        "to_title": "Foreign exchange dealer",
        "composite": 0.6779,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4835,
        "wage_preservation": 0.6877,
        "training_ease": 0,
        "empirical_priority": 0.5212
      },
      "realization_scalar": 0.3605,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24142",
      "title": "Foreign exchange dealer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2476,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1594,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5163,
      "posterior_exposure_p50": 0.6949,
      "posterior_exposure_p90": 0.8735,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.2894,
      "v5_structural_exposure": 0.468,
      "v5_structural_exposure_p90": 0.6466,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0579,
      "v5_demand_fragility": 0.1128,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0203,
      "v5_structural_risk_p10": 0.1315,
      "v5_structural_risk": 0.2126,
      "v5_structural_risk_p90": 0.2937,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0724,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5558,
      "v5_adaptation_capacity": 0.4246,
      "v5_adaptation_buffer": 0.0849,
      "v5_transition_adjusted_risk": 0.1945,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0679,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.035,
      "delta_vs_live_transition": -0.0531,
      "best_transition": {
        "to_ssoc": "24152",
        "to_title": "Foreign exchange broker",
        "composite": 0.6956,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5034,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5802
      },
      "realization_scalar": 0.3782,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24133",
      "title": "Fund/Portfolio manager (including asset allocator)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4354,
      "live_risk_band": "high",
      "live_augmentation": 0.2105,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5874,
      "posterior_exposure_p50": 0.7631,
      "posterior_exposure_p90": 0.9387,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.5711,
      "v5_structural_exposure": 0.7468,
      "v5_structural_exposure_p90": 0.9224,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3173,
      "task_mode_copilot_share": 0.3622,
      "task_mode_human_led_share": 0.3205,
      "task_mode_effective_coverage": 0.2078,
      "task_mode_automation_pressure": 0.1055,
      "task_mode_augmentation_upside": 0.0528,
      "task_mode_concentration": 0.0701,
      "v5_effective_augmentation": 0.1202,
      "v5_demand_fragility": 0.1221,
      "v5_reallocation_capacity": 0.9371,
      "v5_concentration_adjustment": 1.022,
      "v5_structural_risk_p10": 0.2924,
      "v5_structural_risk": 0.3824,
      "v5_structural_risk_p90": 0.4723,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.1371,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.566,
      "v5_adaptation_capacity": 0.4455,
      "v5_adaptation_buffer": 0.0891,
      "v5_transition_adjusted_risk": 0.3483,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1007,
      "v5_impact_type": "mixed",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.053,
      "delta_vs_live_transition": -0.0871,
      "best_transition": {
        "to_ssoc": "24135",
        "to_title": "Financial product structurer",
        "composite": 0.7739,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5851,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6186
      },
      "realization_scalar": 0.3127,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22611",
      "title": "General dental practitioner",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0899,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2111,
      "posterior_exposure_p50": 0.3754,
      "posterior_exposure_p90": 0.5398,
      "posterior_interval_width_80": 0.3287,
      "v5_structural_exposure_p10": 0.2656,
      "v5_structural_exposure": 0.4299,
      "v5_structural_exposure_p90": 0.5943,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3153,
      "task_mode_copilot_share": 0.271,
      "task_mode_human_led_share": 0.4137,
      "task_mode_effective_coverage": 0.0394,
      "task_mode_automation_pressure": 0.0186,
      "task_mode_augmentation_upside": 0.0114,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0344,
      "v5_demand_fragility": 0.0815,
      "v5_reallocation_capacity": 0.1027,
      "v5_concentration_adjustment": 1.0147,
      "v5_structural_risk_p10": 0,
      "v5_structural_risk": 0,
      "v5_structural_risk_p90": 0,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0401,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5763,
      "v5_adaptation_capacity": 0.3138,
      "v5_adaptation_buffer": 0.0628,
      "v5_transition_adjusted_risk": 0,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0,
      "delta_vs_live_transition": 0,
      "best_transition": {
        "to_ssoc": "22693",
        "to_title": "Medical diagnostic radiographer",
        "composite": 0.6739,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4808,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5696
      },
      "realization_scalar": 0.2701,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22110",
      "title": "General practitioner/physician",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0118,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1608,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2349,
      "posterior_exposure_p50": 0.4105,
      "posterior_exposure_p90": 0.5862,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.3363,
      "v5_structural_exposure": 0.5119,
      "v5_structural_exposure_p90": 0.6876,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3226,
      "task_mode_copilot_share": 0.27,
      "task_mode_human_led_share": 0.4074,
      "task_mode_effective_coverage": 0.1099,
      "task_mode_automation_pressure": 0.0531,
      "task_mode_augmentation_upside": 0.031,
      "task_mode_concentration": 0.5001,
      "v5_effective_augmentation": 0.0637,
      "v5_demand_fragility": 0.0915,
      "v5_reallocation_capacity": 0.5508,
      "v5_concentration_adjustment": 1.0165,
      "v5_structural_risk_p10": 0.0125,
      "v5_structural_risk": 0.019,
      "v5_structural_risk_p90": 0.0255,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0719,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5716,
      "v5_adaptation_capacity": 0.38,
      "v5_adaptation_buffer": 0.076,
      "v5_transition_adjusted_risk": 0.0175,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0043,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0072,
      "delta_vs_live_transition": 0.0057,
      "best_transition": {
        "to_ssoc": "22122",
        "to_title": "Dermatologist",
        "composite": 0.6641,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4707,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5648
      },
      "realization_scalar": 0.2673,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22131",
      "title": "General surgeon",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0087,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0975,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.2181,
      "posterior_exposure_p50": 0.4,
      "posterior_exposure_p90": 0.582,
      "posterior_interval_width_80": 0.3639,
      "v5_structural_exposure_p10": 0.2181,
      "v5_structural_exposure": 0.4,
      "v5_structural_exposure_p90": 0.582,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0491,
      "v5_demand_fragility": 0.2821,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0508,
      "v5_structural_risk_p10": 0.0086,
      "v5_structural_risk": 0.0159,
      "v5_structural_risk_p90": 0.0231,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0491,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5923,
      "v5_adaptation_capacity": 0.371,
      "v5_adaptation_buffer": 0.0742,
      "v5_transition_adjusted_risk": 0.0147,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0039,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0072,
      "delta_vs_live_transition": 0.006,
      "best_transition": {
        "to_ssoc": "22138",
        "to_title": "Urologist",
        "composite": 0.7146,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5232,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5895
      },
      "realization_scalar": 0.2796,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21661",
      "title": "Graphic designer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.34,
      "live_risk_band": "high",
      "live_augmentation": 0.1222,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.525,
      "posterior_exposure_p50": 0.6853,
      "posterior_exposure_p90": 0.8457,
      "posterior_interval_width_80": 0.3207,
      "v5_structural_exposure_p10": 0.5128,
      "v5_structural_exposure": 0.6731,
      "v5_structural_exposure_p90": 0.8335,
      "task_mode_blend_weight": 0.3767,
      "task_mode_matched_task_weight_share": 0.8535,
      "task_mode_delegable_share": 0.3355,
      "task_mode_copilot_share": 0.3966,
      "task_mode_human_led_share": 0.2679,
      "task_mode_effective_coverage": 0.1191,
      "task_mode_automation_pressure": 0.0632,
      "task_mode_augmentation_upside": 0.0275,
      "task_mode_concentration": 0.3342,
      "v5_effective_augmentation": 0.05,
      "v5_demand_fragility": 0.1281,
      "v5_reallocation_capacity": 0.6991,
      "v5_concentration_adjustment": 1.023,
      "v5_structural_risk_p10": 0.2397,
      "v5_structural_risk": 0.3146,
      "v5_structural_risk_p90": 0.3895,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0556,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6081,
      "v5_adaptation_capacity": 0.4072,
      "v5_adaptation_buffer": 0.0814,
      "v5_transition_adjusted_risk": 0.289,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.088,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0254,
      "delta_vs_live_transition": -0.051,
      "best_transition": {
        "to_ssoc": "21664",
        "to_title": "Interaction designer",
        "composite": 0.7428,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5551,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6039
      },
      "realization_scalar": 0.329,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24231",
      "title": "Human resource consultant (excluding executive search consultant)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1723,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2196,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5367,
      "posterior_exposure_p50": 0.701,
      "posterior_exposure_p90": 0.8653,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.3075,
      "v5_structural_exposure": 0.4718,
      "v5_structural_exposure_p90": 0.6361,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0824,
      "v5_demand_fragility": 0.1128,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0203,
      "v5_structural_risk_p10": 0.0949,
      "v5_structural_risk": 0.1455,
      "v5_structural_risk_p90": 0.1962,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.103,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4986,
      "v5_adaptation_capacity": 0.4101,
      "v5_adaptation_buffer": 0.082,
      "v5_transition_adjusted_risk": 0.1336,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0299,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0268,
      "delta_vs_live_transition": -0.0387,
      "best_transition": {
        "to_ssoc": "21723",
        "to_title": "Flying instructor (except air force)",
        "composite": 0.5343,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4224,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5221
      },
      "realization_scalar": 0.243,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21652",
      "title": "Hydrographic surveyor",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3184,
      "live_risk_band": "high",
      "live_augmentation": 0.0639,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.466,
      "posterior_exposure_p50": 0.6303,
      "posterior_exposure_p90": 0.7947,
      "posterior_interval_width_80": 0.3287,
      "v5_structural_exposure_p10": 0.3487,
      "v5_structural_exposure": 0.513,
      "v5_structural_exposure_p90": 0.6774,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3131,
      "task_mode_copilot_share": 0.4408,
      "task_mode_human_led_share": 0.2462,
      "task_mode_effective_coverage": 0.0006,
      "task_mode_automation_pressure": 0.0003,
      "task_mode_augmentation_upside": 0.0001,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0286,
      "v5_demand_fragility": 0.1029,
      "v5_reallocation_capacity": 0.103,
      "v5_concentration_adjustment": 1.0185,
      "v5_structural_risk_p10": 0.216,
      "v5_structural_risk": 0.3177,
      "v5_structural_risk_p90": 0.4196,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0357,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.614,
      "v5_adaptation_capacity": 0.3282,
      "v5_adaptation_buffer": 0.0656,
      "v5_transition_adjusted_risk": 0.2969,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0984,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0007,
      "delta_vs_live_transition": -0.0215,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7555,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5764,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6121
      },
      "realization_scalar": 0.3602,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25152",
      "title": "ICT auditor",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4684,
      "live_risk_band": "high",
      "live_augmentation": 0.1367,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5432,
      "posterior_exposure_p50": 0.7298,
      "posterior_exposure_p90": 0.9163,
      "posterior_interval_width_80": 0.3731,
      "v5_structural_exposure_p10": 0.5372,
      "v5_structural_exposure": 0.7238,
      "v5_structural_exposure_p90": 0.9103,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.37,
      "task_mode_copilot_share": 0.362,
      "task_mode_human_led_share": 0.2679,
      "task_mode_effective_coverage": 0.1967,
      "task_mode_automation_pressure": 0.1069,
      "task_mode_augmentation_upside": 0.0433,
      "task_mode_concentration": 0.1526,
      "v5_effective_augmentation": 0.084,
      "v5_demand_fragility": 0.0605,
      "v5_reallocation_capacity": 0.8618,
      "v5_concentration_adjustment": 1.0109,
      "v5_structural_risk_p10": 0.3083,
      "v5_structural_risk": 0.4154,
      "v5_structural_risk_p90": 0.5225,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0942,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5532,
      "v5_adaptation_capacity": 0.4199,
      "v5_adaptation_buffer": 0.084,
      "v5_transition_adjusted_risk": 0.3805,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.122,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.053,
      "delta_vs_live_transition": -0.0879,
      "best_transition": {
        "to_ssoc": "13463",
        "to_title": "Financial risk manager",
        "composite": 0.613,
        "observed_transition_rate": null,
        "destination_quality": 0.4983,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5649
      },
      "realization_scalar": 0.3516,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25112",
      "title": "ICT business process consultant/Business analyst",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3791,
      "live_risk_band": "high",
      "live_augmentation": 0.1982,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5589,
      "posterior_exposure_p50": 0.726,
      "posterior_exposure_p90": 0.8932,
      "posterior_interval_width_80": 0.3343,
      "v5_structural_exposure_p10": 0.5773,
      "v5_structural_exposure": 0.7444,
      "v5_structural_exposure_p90": 0.9116,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.386,
      "task_mode_copilot_share": 0.3682,
      "task_mode_human_led_share": 0.2458,
      "task_mode_effective_coverage": 0.2891,
      "task_mode_automation_pressure": 0.161,
      "task_mode_augmentation_upside": 0.0602,
      "task_mode_concentration": 0.0665,
      "v5_effective_augmentation": 0.09,
      "v5_demand_fragility": 0.0536,
      "v5_reallocation_capacity": 0.9397,
      "v5_concentration_adjustment": 1.0096,
      "v5_structural_risk_p10": 0.2637,
      "v5_structural_risk": 0.34,
      "v5_structural_risk_p90": 0.4164,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0975,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5806,
      "v5_adaptation_capacity": 0.4441,
      "v5_adaptation_buffer": 0.0888,
      "v5_transition_adjusted_risk": 0.3098,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0595,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0391,
      "delta_vs_live_transition": -0.0693,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7137,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5353,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5922
      },
      "realization_scalar": 0.211,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25151",
      "title": "ICT quality assurance specialist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4702,
      "live_risk_band": "high",
      "live_augmentation": 0.1569,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5459,
      "posterior_exposure_p50": 0.7325,
      "posterior_exposure_p90": 0.9191,
      "posterior_interval_width_80": 0.3732,
      "v5_structural_exposure_p10": 0.5571,
      "v5_structural_exposure": 0.7437,
      "v5_structural_exposure_p90": 0.9303,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3559,
      "task_mode_copilot_share": 0.3764,
      "task_mode_human_led_share": 0.2677,
      "task_mode_effective_coverage": 0.2407,
      "task_mode_automation_pressure": 0.1294,
      "task_mode_augmentation_upside": 0.054,
      "task_mode_concentration": 0.1063,
      "v5_effective_augmentation": 0.0849,
      "v5_demand_fragility": 0.0575,
      "v5_reallocation_capacity": 0.904,
      "v5_concentration_adjustment": 1.0104,
      "v5_structural_risk_p10": 0.3107,
      "v5_structural_risk": 0.4148,
      "v5_structural_risk_p90": 0.5189,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0926,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6426,
      "v5_adaptation_capacity": 0.4632,
      "v5_adaptation_buffer": 0.0926,
      "v5_transition_adjusted_risk": 0.3764,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1501,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0554,
      "delta_vs_live_transition": -0.0938,
      "best_transition": {
        "to_ssoc": "13302",
        "to_title": "Software and applications manager",
        "composite": 0.7138,
        "observed_transition_rate": null,
        "destination_quality": 0.613,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6427
      },
      "realization_scalar": 0.4375,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24333",
      "title": "ICT sales and services professional",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2703,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2942,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.536,
      "posterior_exposure_p50": 0.7117,
      "posterior_exposure_p90": 0.8873,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.5587,
      "v5_structural_exposure": 0.7344,
      "v5_structural_exposure_p90": 0.91,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3117,
      "task_mode_copilot_share": 0.3379,
      "task_mode_human_led_share": 0.3504,
      "task_mode_effective_coverage": 0.2721,
      "task_mode_automation_pressure": 0.1346,
      "task_mode_augmentation_upside": 0.0725,
      "task_mode_concentration": 0.0902,
      "v5_effective_augmentation": 0.1353,
      "v5_demand_fragility": 0.1284,
      "v5_reallocation_capacity": 0.9191,
      "v5_concentration_adjustment": 1.0231,
      "v5_structural_risk_p10": 0.1901,
      "v5_structural_risk": 0.2499,
      "v5_structural_risk_p90": 0.3096,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.151,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5902,
      "v5_adaptation_capacity": 0.4594,
      "v5_adaptation_buffer": 0.0919,
      "v5_transition_adjusted_risk": 0.2269,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0572,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": -0.0204,
      "delta_vs_live_transition": -0.0434,
      "best_transition": {
        "to_ssoc": "24334",
        "to_title": "Sales professional (institutional sales of financial products)",
        "composite": 0.7384,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.548,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6012
      },
      "realization_scalar": 0.2723,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26343",
      "title": "Industrial and organisational psychologist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1182,
      "live_risk_band": "low",
      "live_augmentation": 0.2643,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3667,
      "posterior_exposure_p50": 0.5424,
      "posterior_exposure_p90": 0.718,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.4284,
      "v5_structural_exposure": 0.6041,
      "v5_structural_exposure_p90": 0.7797,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2808,
      "task_mode_copilot_share": 0.3898,
      "task_mode_human_led_share": 0.3294,
      "task_mode_effective_coverage": 0.1281,
      "task_mode_automation_pressure": 0.0631,
      "task_mode_augmentation_upside": 0.0345,
      "task_mode_concentration": 0.1962,
      "v5_effective_augmentation": 0.0997,
      "v5_demand_fragility": 0.1337,
      "v5_reallocation_capacity": 0.8249,
      "v5_concentration_adjustment": 1.0241,
      "v5_structural_risk_p10": 0.0893,
      "v5_structural_risk": 0.126,
      "v5_structural_risk_p90": 0.1626,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.116,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5764,
      "v5_adaptation_capacity": 0.4275,
      "v5_adaptation_buffer": 0.0855,
      "v5_transition_adjusted_risk": 0.1152,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0356,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0078,
      "delta_vs_live_transition": -0.003,
      "best_transition": {
        "to_ssoc": "26361",
        "to_title": "Minister of religion",
        "composite": 0.6699,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5516,
        "wage_preservation": 0.9897,
        "training_ease": 0.3,
        "empirical_priority": 0.632
      },
      "realization_scalar": 0.3331,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21442",
      "title": "Industrial machinery and tools engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1217,
      "live_risk_band": "low",
      "live_augmentation": 0.1578,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4228,
      "posterior_exposure_p50": 0.5985,
      "posterior_exposure_p90": 0.7741,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.3453,
      "v5_structural_exposure": 0.521,
      "v5_structural_exposure_p90": 0.6966,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3552,
      "task_mode_copilot_share": 0.4074,
      "task_mode_human_led_share": 0.2374,
      "task_mode_effective_coverage": 0.0247,
      "task_mode_automation_pressure": 0.0136,
      "task_mode_augmentation_upside": 0.0053,
      "task_mode_concentration": 0.2644,
      "v5_effective_augmentation": 0.0511,
      "v5_demand_fragility": 0.1068,
      "v5_reallocation_capacity": 0.7612,
      "v5_concentration_adjustment": 1.0192,
      "v5_structural_risk_p10": 0.0798,
      "v5_structural_risk": 0.1205,
      "v5_structural_risk_p90": 0.1611,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0626,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5924,
      "v5_adaptation_capacity": 0.4081,
      "v5_adaptation_buffer": 0.0816,
      "v5_transition_adjusted_risk": 0.1106,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0393,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0012,
      "delta_vs_live_transition": -0.0111,
      "best_transition": {
        "to_ssoc": "21443",
        "to_title": "Air-conditioning/Refrigeration engineer",
        "composite": 0.7017,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5099,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5832
      },
      "realization_scalar": 0.3855,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24234",
      "title": "Industrial relations officer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2144,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1923,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5471,
      "posterior_exposure_p50": 0.7114,
      "posterior_exposure_p90": 0.8758,
      "posterior_interval_width_80": 0.3287,
      "v5_structural_exposure_p10": 0.4178,
      "v5_structural_exposure": 0.5821,
      "v5_structural_exposure_p90": 0.7465,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3414,
      "task_mode_copilot_share": 0.3971,
      "task_mode_human_led_share": 0.2615,
      "task_mode_effective_coverage": 0.0244,
      "task_mode_automation_pressure": 0.0131,
      "task_mode_augmentation_upside": 0.0055,
      "task_mode_concentration": 0.2645,
      "v5_effective_augmentation": 0.064,
      "v5_demand_fragility": 0.117,
      "v5_reallocation_capacity": 0.7616,
      "v5_concentration_adjustment": 1.0211,
      "v5_structural_risk_p10": 0.138,
      "v5_structural_risk": 0.1922,
      "v5_structural_risk_p90": 0.2465,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0786,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6001,
      "v5_adaptation_capacity": 0.4159,
      "v5_adaptation_buffer": 0.0832,
      "v5_transition_adjusted_risk": 0.1762,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0607,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0222,
      "delta_vs_live_transition": -0.0382,
      "best_transition": {
        "to_ssoc": "24211",
        "to_title": "Management consultant",
        "composite": 0.6716,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5526,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6343
      },
      "realization_scalar": 0.3727,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21493",
      "title": "Industrial safety engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.127,
      "live_risk_band": "low",
      "live_augmentation": 0.1582,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3879,
      "posterior_exposure_p50": 0.5523,
      "posterior_exposure_p90": 0.7166,
      "posterior_interval_width_80": 0.3287,
      "v5_structural_exposure_p10": 0.3313,
      "v5_structural_exposure": 0.4957,
      "v5_structural_exposure_p90": 0.66,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3552,
      "task_mode_copilot_share": 0.4074,
      "task_mode_human_led_share": 0.2374,
      "task_mode_effective_coverage": 0.0247,
      "task_mode_automation_pressure": 0.0136,
      "task_mode_augmentation_upside": 0.0053,
      "task_mode_concentration": 0.2644,
      "v5_effective_augmentation": 0.0529,
      "v5_demand_fragility": 0.1068,
      "v5_reallocation_capacity": 0.7612,
      "v5_concentration_adjustment": 1.0192,
      "v5_structural_risk_p10": 0.09,
      "v5_structural_risk": 0.1347,
      "v5_structural_risk_p90": 0.1793,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0648,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6042,
      "v5_adaptation_capacity": 0.4138,
      "v5_adaptation_buffer": 0.0828,
      "v5_transition_adjusted_risk": 0.1235,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.044,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0077,
      "delta_vs_live_transition": -0.0035,
      "best_transition": {
        "to_ssoc": "21496",
        "to_title": "Energy engineer",
        "composite": 0.7517,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5618,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6077
      },
      "realization_scalar": 0.3868,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26112",
      "title": "In-house legal counsel (except judiciary, ministries and statutory boards)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0588,
      "live_risk_band": "low",
      "live_augmentation": 0.352,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4678,
      "posterior_exposure_p50": 0.6435,
      "posterior_exposure_p90": 0.8191,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.4712,
      "v5_structural_exposure": 0.6469,
      "v5_structural_exposure_p90": 0.8225,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2678,
      "task_mode_copilot_share": 0.3466,
      "task_mode_human_led_share": 0.3856,
      "task_mode_effective_coverage": 0.1225,
      "task_mode_automation_pressure": 0.0574,
      "task_mode_augmentation_upside": 0.0361,
      "task_mode_concentration": 0.2519,
      "v5_effective_augmentation": 0.1319,
      "v5_demand_fragility": 0.1372,
      "v5_reallocation_capacity": 0.7757,
      "v5_concentration_adjustment": 1.0247,
      "v5_structural_risk_p10": 0.0418,
      "v5_structural_risk": 0.0574,
      "v5_structural_risk_p90": 0.073,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1559,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.471,
      "v5_adaptation_capacity": 0.389,
      "v5_adaptation_buffer": 0.0778,
      "v5_transition_adjusted_risk": 0.0529,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0144,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": -0.0014,
      "delta_vs_live_transition": -0.0059,
      "best_transition": {
        "to_ssoc": "24135",
        "to_title": "Financial product structurer",
        "composite": 0.4347,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.3778,
        "wage_preservation": 0.6856,
        "training_ease": 0.3,
        "empirical_priority": 0.4851
      },
      "realization_scalar": 0.2928,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21525",
      "title": "Instrumentation engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2438,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2275,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4628,
      "posterior_exposure_p50": 0.6271,
      "posterior_exposure_p90": 0.7914,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.4495,
      "v5_structural_exposure": 0.6138,
      "v5_structural_exposure_p90": 0.7781,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3532,
      "task_mode_copilot_share": 0.4006,
      "task_mode_human_led_share": 0.2461,
      "task_mode_effective_coverage": 0.0867,
      "task_mode_automation_pressure": 0.0473,
      "task_mode_augmentation_upside": 0.0189,
      "task_mode_concentration": 0.1217,
      "v5_effective_augmentation": 0.0847,
      "v5_demand_fragility": 0.1094,
      "v5_reallocation_capacity": 0.8901,
      "v5_concentration_adjustment": 1.0197,
      "v5_structural_risk_p10": 0.1695,
      "v5_structural_risk": 0.2314,
      "v5_structural_risk_p90": 0.2934,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1011,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6109,
      "v5_adaptation_capacity": 0.4443,
      "v5_adaptation_buffer": 0.0889,
      "v5_transition_adjusted_risk": 0.2109,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0619,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0124,
      "delta_vs_live_transition": -0.0329,
      "best_transition": {
        "to_ssoc": "21521",
        "to_title": "Electronics engineer",
        "composite": 0.7396,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5497,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6019
      },
      "realization_scalar": 0.3184,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24160",
      "title": "Insurance underwriter",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5016,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0624,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5058,
      "posterior_exposure_p50": 0.6844,
      "posterior_exposure_p90": 0.8631,
      "posterior_interval_width_80": 0.3573,
      "v5_structural_exposure_p10": 0.488,
      "v5_structural_exposure": 0.6666,
      "v5_structural_exposure_p90": 0.8453,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3432,
      "task_mode_copilot_share": 0.37,
      "task_mode_human_led_share": 0.2868,
      "task_mode_effective_coverage": 0.1127,
      "task_mode_automation_pressure": 0.0594,
      "task_mode_augmentation_upside": 0.0264,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0527,
      "v5_demand_fragility": 0.1852,
      "v5_reallocation_capacity": 0.0985,
      "v5_concentration_adjustment": 1.0333,
      "v5_structural_risk_p10": 0.3442,
      "v5_structural_risk": 0.4702,
      "v5_structural_risk_p90": 0.5962,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0593,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6023,
      "v5_adaptation_capacity": 0.3306,
      "v5_adaptation_buffer": 0.0661,
      "v5_transition_adjusted_risk": 0.4391,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1615,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0314,
      "delta_vs_live_transition": -0.0625,
      "best_transition": {
        "to_ssoc": "26361",
        "to_title": "Minister of religion",
        "composite": 0.6789,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5755,
        "wage_preservation": 0.9494,
        "training_ease": 0.3,
        "empirical_priority": 0.6334
      },
      "realization_scalar": 0.3924,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24251",
      "title": "Intellectual property agent",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.7068,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0138,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5699,
      "posterior_exposure_p50": 0.7329,
      "posterior_exposure_p90": 0.896,
      "posterior_interval_width_80": 0.3261,
      "v5_structural_exposure_p10": 0.5791,
      "v5_structural_exposure": 0.7421,
      "v5_structural_exposure_p90": 0.9052,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3257,
      "task_mode_copilot_share": 0.3774,
      "task_mode_human_led_share": 0.297,
      "task_mode_effective_coverage": 0.2396,
      "task_mode_automation_pressure": 0.124,
      "task_mode_augmentation_upside": 0.0583,
      "task_mode_concentration": 0.3361,
      "v5_effective_augmentation": 0.0376,
      "v5_demand_fragility": 0.1642,
      "v5_reallocation_capacity": 0.6979,
      "v5_concentration_adjustment": 1.0296,
      "v5_structural_risk_p10": 0.4991,
      "v5_structural_risk": 0.6396,
      "v5_structural_risk_p90": 0.7801,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0324,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.7139,
      "v5_adaptation_capacity": 0.4479,
      "v5_adaptation_buffer": 0.0896,
      "v5_transition_adjusted_risk": 0.5823,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2217,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0672,
      "delta_vs_live_transition": -0.1245,
      "best_transition": {
        "to_ssoc": "24211",
        "to_title": "Management consultant",
        "composite": 0.7756,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.7506,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.7547
      },
      "realization_scalar": 0.4082,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21664",
      "title": "Interaction designer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2749,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1801,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5178,
      "posterior_exposure_p50": 0.6782,
      "posterior_exposure_p90": 0.8386,
      "posterior_interval_width_80": 0.3208,
      "v5_structural_exposure_p10": 0.4497,
      "v5_structural_exposure": 0.6101,
      "v5_structural_exposure_p90": 0.7705,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3316,
      "task_mode_copilot_share": 0.3772,
      "task_mode_human_led_share": 0.2912,
      "task_mode_effective_coverage": 0.0517,
      "task_mode_automation_pressure": 0.027,
      "task_mode_augmentation_upside": 0.0124,
      "task_mode_concentration": 0.7348,
      "v5_effective_augmentation": 0.0652,
      "v5_demand_fragility": 0.1269,
      "v5_reallocation_capacity": 0.3389,
      "v5_concentration_adjustment": 1.0228,
      "v5_structural_risk_p10": 0.1913,
      "v5_structural_risk": 0.2595,
      "v5_structural_risk_p90": 0.3278,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0784,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5587,
      "v5_adaptation_capacity": 0.3461,
      "v5_adaptation_buffer": 0.0692,
      "v5_transition_adjusted_risk": 0.2416,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0392,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0154,
      "delta_vs_live_transition": -0.0333,
      "best_transition": {
        "to_ssoc": "21670",
        "to_title": "Service designer",
        "composite": 0.6779,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.485,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5715
      },
      "realization_scalar": 0.1752,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22124",
      "title": "Internal medicine physician",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0168,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1978,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3386,
      "posterior_exposure_p50": 0.5029,
      "posterior_exposure_p90": 0.6672,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.4019,
      "v5_structural_exposure": 0.5662,
      "v5_structural_exposure_p90": 0.7305,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2986,
      "task_mode_copilot_share": 0.3198,
      "task_mode_human_led_share": 0.3817,
      "task_mode_effective_coverage": 0.1131,
      "task_mode_automation_pressure": 0.0545,
      "task_mode_augmentation_upside": 0.0319,
      "task_mode_concentration": 0.3401,
      "v5_effective_augmentation": 0.0735,
      "v5_demand_fragility": 0.0807,
      "v5_reallocation_capacity": 0.6957,
      "v5_concentration_adjustment": 1.0145,
      "v5_structural_risk_p10": 0.0152,
      "v5_structural_risk": 0.0215,
      "v5_structural_risk_p90": 0.0277,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0839,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5915,
      "v5_adaptation_capacity": 0.4106,
      "v5_adaptation_buffer": 0.0821,
      "v5_transition_adjusted_risk": 0.0197,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0048,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0047,
      "delta_vs_live_transition": 0.0029,
      "best_transition": {
        "to_ssoc": "22122",
        "to_title": "Dermatologist",
        "composite": 0.7244,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5334,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5943
      },
      "realization_scalar": 0.2642,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25232",
      "title": "IT infrastructure specialist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.3771,
      "live_risk_band": "high",
      "live_augmentation": 0.1416,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.4933,
      "posterior_exposure_p50": 0.6797,
      "posterior_exposure_p90": 0.8661,
      "posterior_interval_width_80": 0.3728,
      "v5_structural_exposure_p10": 0.4933,
      "v5_structural_exposure": 0.6797,
      "v5_structural_exposure_p90": 0.8661,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0881,
      "v5_demand_fragility": 0.2051,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0369,
      "v5_structural_risk_p10": 0.2712,
      "v5_structural_risk": 0.3737,
      "v5_structural_risk_p90": 0.4762,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0881,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6228,
      "v5_adaptation_capacity": 0.4047,
      "v5_adaptation_buffer": 0.0809,
      "v5_transition_adjusted_risk": 0.3435,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0412,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0034,
      "delta_vs_live_transition": -0.0336,
      "best_transition": {
        "to_ssoc": "13302",
        "to_title": "Software and applications manager",
        "composite": 0.6859,
        "observed_transition_rate": null,
        "destination_quality": 0.5802,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6229
      },
      "realization_scalar": 0.1276,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26421",
      "title": "Journalist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2004,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2418,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5703,
      "posterior_exposure_p50": 0.7287,
      "posterior_exposure_p90": 0.8872,
      "posterior_interval_width_80": 0.3169,
      "v5_structural_exposure_p10": 0.5274,
      "v5_structural_exposure": 0.6858,
      "v5_structural_exposure_p90": 0.8443,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3525,
      "task_mode_copilot_share": 0.3868,
      "task_mode_human_led_share": 0.2606,
      "task_mode_effective_coverage": 0.0995,
      "task_mode_automation_pressure": 0.0537,
      "task_mode_augmentation_upside": 0.0222,
      "task_mode_concentration": 0.2543,
      "v5_effective_augmentation": 0.0873,
      "v5_demand_fragility": 0.1343,
      "v5_reallocation_capacity": 0.7704,
      "v5_concentration_adjustment": 1.0242,
      "v5_structural_risk_p10": 0.1367,
      "v5_structural_risk": 0.1778,
      "v5_structural_risk_p90": 0.2188,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1036,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6049,
      "v5_adaptation_capacity": 0.4278,
      "v5_adaptation_buffer": 0.0856,
      "v5_transition_adjusted_risk": 0.1625,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0538,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0226,
      "delta_vs_live_transition": -0.0379,
      "best_transition": {
        "to_ssoc": "26361",
        "to_title": "Minister of religion",
        "composite": 0.6561,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5407,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6277
      },
      "realization_scalar": 0.357,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21651",
      "title": "Land surveyor",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3197,
      "live_risk_band": "high",
      "live_augmentation": 0.0624,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.466,
      "posterior_exposure_p50": 0.6303,
      "posterior_exposure_p90": 0.7947,
      "posterior_interval_width_80": 0.3287,
      "v5_structural_exposure_p10": 0.3502,
      "v5_structural_exposure": 0.5145,
      "v5_structural_exposure_p90": 0.6789,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3131,
      "task_mode_copilot_share": 0.4408,
      "task_mode_human_led_share": 0.2462,
      "task_mode_effective_coverage": 0.0006,
      "task_mode_automation_pressure": 0.0003,
      "task_mode_augmentation_upside": 0.0001,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0279,
      "v5_demand_fragility": 0.1029,
      "v5_reallocation_capacity": 0.103,
      "v5_concentration_adjustment": 1.0185,
      "v5_structural_risk_p10": 0.2178,
      "v5_structural_risk": 0.32,
      "v5_structural_risk_p90": 0.4223,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0348,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6142,
      "v5_adaptation_capacity": 0.328,
      "v5_adaptation_buffer": 0.0656,
      "v5_transition_adjusted_risk": 0.299,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0992,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0003,
      "delta_vs_live_transition": -0.0207,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7558,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5768,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6123
      },
      "realization_scalar": 0.3603,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21621",
      "title": "Landscape architect",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.089,
      "live_risk_band": "low",
      "live_augmentation": 0.1212,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3329,
      "posterior_exposure_p50": 0.5085,
      "posterior_exposure_p90": 0.6842,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.1905,
      "v5_structural_exposure": 0.3661,
      "v5_structural_exposure_p90": 0.5418,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0383,
      "v5_demand_fragility": 0.1026,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0185,
      "v5_structural_risk_p10": 0.052,
      "v5_structural_risk": 0.1,
      "v5_structural_risk_p90": 0.148,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0479,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5728,
      "v5_adaptation_capacity": 0.4249,
      "v5_adaptation_buffer": 0.085,
      "v5_transition_adjusted_risk": 0.0915,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0274,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.011,
      "delta_vs_live_transition": 0.0025,
      "best_transition": {
        "to_ssoc": "21670",
        "to_title": "Service designer",
        "composite": 0.6779,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.485,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5715
      },
      "realization_scalar": 0.3248,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26221",
      "title": "Librarian",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2238,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2151,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5334,
      "posterior_exposure_p50": 0.7091,
      "posterior_exposure_p90": 0.8847,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.5227,
      "v5_structural_exposure": 0.6984,
      "v5_structural_exposure_p90": 0.874,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3348,
      "task_mode_copilot_share": 0.4,
      "task_mode_human_led_share": 0.2652,
      "task_mode_effective_coverage": 0.1339,
      "task_mode_automation_pressure": 0.0712,
      "task_mode_augmentation_upside": 0.0308,
      "task_mode_concentration": 0.2087,
      "v5_effective_augmentation": 0.0824,
      "v5_demand_fragility": 0.1358,
      "v5_reallocation_capacity": 0.8121,
      "v5_concentration_adjustment": 1.0245,
      "v5_structural_risk_p10": 0.1528,
      "v5_structural_risk": 0.2041,
      "v5_structural_risk_p90": 0.2555,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0953,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5946,
      "v5_adaptation_capacity": 0.427,
      "v5_adaptation_buffer": 0.0854,
      "v5_transition_adjusted_risk": 0.1867,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0625,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0197,
      "delta_vs_live_transition": -0.0371,
      "best_transition": {
        "to_ssoc": "26361",
        "to_title": "Minister of religion",
        "composite": 0.6626,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5484,
        "wage_preservation": 0.9967,
        "training_ease": 0.3,
        "empirical_priority": 0.6305
      },
      "realization_scalar": 0.3612,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21513",
      "title": "Lift engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2406,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1393,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4198,
      "posterior_exposure_p50": 0.5954,
      "posterior_exposure_p90": 0.7711,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.4212,
      "v5_structural_exposure": 0.5968,
      "v5_structural_exposure_p90": 0.7725,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3532,
      "task_mode_copilot_share": 0.4006,
      "task_mode_human_led_share": 0.2461,
      "task_mode_effective_coverage": 0.0867,
      "task_mode_automation_pressure": 0.0473,
      "task_mode_augmentation_upside": 0.0189,
      "task_mode_concentration": 0.1217,
      "v5_effective_augmentation": 0.053,
      "v5_demand_fragility": 0.1094,
      "v5_reallocation_capacity": 0.8901,
      "v5_concentration_adjustment": 1.0197,
      "v5_structural_risk_p10": 0.1631,
      "v5_structural_risk": 0.2311,
      "v5_structural_risk_p90": 0.2991,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0615,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.609,
      "v5_adaptation_capacity": 0.4321,
      "v5_adaptation_buffer": 0.0864,
      "v5_transition_adjusted_risk": 0.2111,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0671,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0095,
      "delta_vs_live_transition": -0.0295,
      "best_transition": {
        "to_ssoc": "21512",
        "to_title": "Power generation and distribution engineer",
        "composite": 0.747,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5605,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6062
      },
      "realization_scalar": 0.3449,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24211",
      "title": "Management consultant",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1609,
      "live_risk_band": "moderate",
      "live_augmentation": 0.3615,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5154,
      "posterior_exposure_p50": 0.6911,
      "posterior_exposure_p90": 0.8668,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.515,
      "v5_structural_exposure": 0.6907,
      "v5_structural_exposure_p90": 0.8664,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3393,
      "task_mode_copilot_share": 0.3496,
      "task_mode_human_led_share": 0.311,
      "task_mode_effective_coverage": 0.1363,
      "task_mode_automation_pressure": 0.0704,
      "task_mode_augmentation_upside": 0.0332,
      "task_mode_concentration": 0.518,
      "v5_effective_augmentation": 0.1234,
      "v5_demand_fragility": 0.1581,
      "v5_reallocation_capacity": 0.5333,
      "v5_concentration_adjustment": 1.0285,
      "v5_structural_risk_p10": 0.1145,
      "v5_structural_risk": 0.1535,
      "v5_structural_risk_p90": 0.1926,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1459,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.597,
      "v5_adaptation_capacity": 0.4098,
      "v5_adaptation_buffer": 0.082,
      "v5_transition_adjusted_risk": 0.141,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0126,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": -0.0074,
      "delta_vs_live_transition": -0.0199,
      "best_transition": {
        "to_ssoc": "24154",
        "to_title": "Commodities and freight derivatives broker",
        "composite": 0.6306,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5078,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6137
      },
      "realization_scalar": 0.0957,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21411",
      "title": "Manufacturing engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0884,
      "live_risk_band": "low",
      "live_augmentation": 0.2178,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3993,
      "posterior_exposure_p50": 0.575,
      "posterior_exposure_p90": 0.7507,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.3326,
      "v5_structural_exposure": 0.5083,
      "v5_structural_exposure_p90": 0.684,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3552,
      "task_mode_copilot_share": 0.4074,
      "task_mode_human_led_share": 0.2374,
      "task_mode_effective_coverage": 0.0247,
      "task_mode_automation_pressure": 0.0136,
      "task_mode_augmentation_upside": 0.0053,
      "task_mode_concentration": 0.2644,
      "v5_effective_augmentation": 0.069,
      "v5_demand_fragility": 0.1068,
      "v5_reallocation_capacity": 0.7612,
      "v5_concentration_adjustment": 1.0192,
      "v5_structural_risk_p10": 0.0587,
      "v5_structural_risk": 0.0897,
      "v5_structural_risk_p90": 0.1208,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0849,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6082,
      "v5_adaptation_capacity": 0.4215,
      "v5_adaptation_buffer": 0.0843,
      "v5_transition_adjusted_risk": 0.0822,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.027,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0013,
      "delta_vs_live_transition": -0.0062,
      "best_transition": {
        "to_ssoc": "21413",
        "to_title": "Automation engineer (including robotics engineer)",
        "composite": 0.7464,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5563,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6051
      },
      "realization_scalar": 0.3567,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21473",
      "title": "Marine engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.16,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1371,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4381,
      "posterior_exposure_p50": 0.6052,
      "posterior_exposure_p90": 0.7723,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.3969,
      "v5_structural_exposure": 0.564,
      "v5_structural_exposure_p90": 0.7311,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3681,
      "task_mode_copilot_share": 0.4183,
      "task_mode_human_led_share": 0.2136,
      "task_mode_effective_coverage": 0.0471,
      "task_mode_automation_pressure": 0.0264,
      "task_mode_augmentation_upside": 0.0096,
      "task_mode_concentration": 0.5237,
      "v5_effective_augmentation": 0.0468,
      "v5_demand_fragility": 0.1185,
      "v5_reallocation_capacity": 0.5259,
      "v5_concentration_adjustment": 1.0213,
      "v5_structural_risk_p10": 0.1118,
      "v5_structural_risk": 0.1589,
      "v5_structural_risk_p90": 0.206,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0561,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5968,
      "v5_adaptation_capacity": 0.3793,
      "v5_adaptation_buffer": 0.0759,
      "v5_transition_adjusted_risk": 0.1469,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0527,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0011,
      "delta_vs_live_transition": -0.0131,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7079,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5206,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5873
      },
      "realization_scalar": 0.3887,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21714",
      "title": "Marine superintendent",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0509,
      "live_risk_band": "low",
      "live_augmentation": 0.3052,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3045,
      "posterior_exposure_p50": 0.4717,
      "posterior_exposure_p90": 0.6388,
      "posterior_interval_width_80": 0.3343,
      "v5_structural_exposure_p10": 0.3558,
      "v5_structural_exposure": 0.523,
      "v5_structural_exposure_p90": 0.6901,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3563,
      "task_mode_copilot_share": 0.3623,
      "task_mode_human_led_share": 0.2814,
      "task_mode_effective_coverage": 0.0756,
      "task_mode_automation_pressure": 0.0403,
      "task_mode_augmentation_upside": 0.0173,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.1009,
      "v5_demand_fragility": 0.1514,
      "v5_reallocation_capacity": 0.0966,
      "v5_concentration_adjustment": 1.0272,
      "v5_structural_risk_p10": 0.0421,
      "v5_structural_risk": 0.0619,
      "v5_structural_risk_p90": 0.0817,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1218,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5786,
      "v5_adaptation_capacity": 0.34,
      "v5_adaptation_buffer": 0.068,
      "v5_transition_adjusted_risk": 0.0577,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0165,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.011,
      "delta_vs_live_transition": 0.0068,
      "best_transition": {
        "to_ssoc": "21721",
        "to_title": "Commercial airline pilot",
        "composite": 0.6819,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4911,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.574
      },
      "realization_scalar": 0.3064,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21712",
      "title": "Marine superintendent (engineer)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0495,
      "live_risk_band": "very_low",
      "live_augmentation": 0.2385,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2996,
      "posterior_exposure_p50": 0.4667,
      "posterior_exposure_p90": 0.6338,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.3215,
      "v5_structural_exposure": 0.4886,
      "v5_structural_exposure_p90": 0.6557,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3681,
      "task_mode_copilot_share": 0.4183,
      "task_mode_human_led_share": 0.2136,
      "task_mode_effective_coverage": 0.0471,
      "task_mode_automation_pressure": 0.0264,
      "task_mode_augmentation_upside": 0.0096,
      "task_mode_concentration": 0.5237,
      "v5_effective_augmentation": 0.0777,
      "v5_demand_fragility": 0.1185,
      "v5_reallocation_capacity": 0.5259,
      "v5_concentration_adjustment": 1.0213,
      "v5_structural_risk_p10": 0.0402,
      "v5_structural_risk": 0.061,
      "v5_structural_risk_p90": 0.0819,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0947,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6096,
      "v5_adaptation_capacity": 0.3971,
      "v5_adaptation_buffer": 0.0794,
      "v5_transition_adjusted_risk": 0.0562,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0159,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0115,
      "delta_vs_live_transition": 0.0067,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7752,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5862,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6192
      },
      "realization_scalar": 0.3066,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24312",
      "title": "Market research professional",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3073,
      "live_risk_band": "high",
      "live_augmentation": 0.2572,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6065,
      "posterior_exposure_p50": 0.7669,
      "posterior_exposure_p90": 0.9272,
      "posterior_interval_width_80": 0.3207,
      "v5_structural_exposure_p10": 0.6084,
      "v5_structural_exposure": 0.7688,
      "v5_structural_exposure_p90": 0.9291,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3269,
      "task_mode_copilot_share": 0.3958,
      "task_mode_human_led_share": 0.2773,
      "task_mode_effective_coverage": 0.3539,
      "task_mode_automation_pressure": 0.186,
      "task_mode_augmentation_upside": 0.0837,
      "task_mode_concentration": 0.0461,
      "v5_effective_augmentation": 0.1092,
      "v5_demand_fragility": 0.1232,
      "v5_reallocation_capacity": 0.9586,
      "v5_concentration_adjustment": 1.0222,
      "v5_structural_risk_p10": 0.2131,
      "v5_structural_risk": 0.2693,
      "v5_structural_risk_p90": 0.3255,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1156,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6011,
      "v5_adaptation_capacity": 0.4599,
      "v5_adaptation_buffer": 0.092,
      "v5_transition_adjusted_risk": 0.2445,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0888,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.038,
      "delta_vs_live_transition": -0.0628,
      "best_transition": {
        "to_ssoc": "24311",
        "to_title": "Creative advertising professional",
        "composite": 0.7224,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5323,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5936
      },
      "realization_scalar": 0.3928,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24313",
      "title": "Marketing strategy/planning professional",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2778,
      "live_risk_band": "moderate",
      "live_augmentation": 0.3061,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.603,
      "posterior_exposure_p50": 0.7634,
      "posterior_exposure_p90": 0.9237,
      "posterior_interval_width_80": 0.3207,
      "v5_structural_exposure_p10": 0.5796,
      "v5_structural_exposure": 0.74,
      "v5_structural_exposure_p90": 0.9003,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.278,
      "task_mode_copilot_share": 0.3792,
      "task_mode_human_led_share": 0.3428,
      "task_mode_effective_coverage": 0.1825,
      "task_mode_automation_pressure": 0.0888,
      "task_mode_augmentation_upside": 0.0502,
      "task_mode_concentration": 0.2265,
      "v5_effective_augmentation": 0.1312,
      "v5_demand_fragility": 0.1387,
      "v5_reallocation_capacity": 0.798,
      "v5_concentration_adjustment": 1.025,
      "v5_structural_risk_p10": 0.1931,
      "v5_structural_risk": 0.2466,
      "v5_structural_risk_p90": 0.3,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1515,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5839,
      "v5_adaptation_capacity": 0.4396,
      "v5_adaptation_buffer": 0.0879,
      "v5_transition_adjusted_risk": 0.2249,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0569,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": -0.0312,
      "delta_vs_live_transition": -0.0529,
      "best_transition": {
        "to_ssoc": "24362",
        "to_title": "Ship broker (e.g. charter or sales & purchase)",
        "composite": 0.6897,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4973,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5773
      },
      "realization_scalar": 0.2726,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21492",
      "title": "Materials engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0989,
      "live_risk_band": "low",
      "live_augmentation": 0.1241,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3766,
      "posterior_exposure_p50": 0.5409,
      "posterior_exposure_p90": 0.7052,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.2202,
      "v5_structural_exposure": 0.3845,
      "v5_structural_exposure_p90": 0.5488,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.04,
      "v5_demand_fragility": 0.1026,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0185,
      "v5_structural_risk_p10": 0.0597,
      "v5_structural_risk": 0.1043,
      "v5_structural_risk_p90": 0.1488,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.05,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5969,
      "v5_adaptation_capacity": 0.4352,
      "v5_adaptation_buffer": 0.087,
      "v5_transition_adjusted_risk": 0.0952,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0342,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0054,
      "delta_vs_live_transition": -0.0037,
      "best_transition": {
        "to_ssoc": "21496",
        "to_title": "Energy engineer",
        "composite": 0.7517,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5618,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6077
      },
      "realization_scalar": 0.3901,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21441",
      "title": "Mechanical engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.133,
      "live_risk_band": "low",
      "live_augmentation": 0.1967,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4288,
      "posterior_exposure_p50": 0.6045,
      "posterior_exposure_p90": 0.7802,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.3967,
      "v5_structural_exposure": 0.5724,
      "v5_structural_exposure_p90": 0.7481,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3532,
      "task_mode_copilot_share": 0.3888,
      "task_mode_human_led_share": 0.258,
      "task_mode_effective_coverage": 0.0537,
      "task_mode_automation_pressure": 0.029,
      "task_mode_augmentation_upside": 0.0119,
      "task_mode_concentration": 0.1775,
      "v5_effective_augmentation": 0.0653,
      "v5_demand_fragility": 0.1087,
      "v5_reallocation_capacity": 0.8397,
      "v5_concentration_adjustment": 1.0196,
      "v5_structural_risk_p10": 0.09,
      "v5_structural_risk": 0.1299,
      "v5_structural_risk_p90": 0.1697,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0786,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5931,
      "v5_adaptation_capacity": 0.4235,
      "v5_adaptation_buffer": 0.0847,
      "v5_transition_adjusted_risk": 0.1189,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.022,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0031,
      "delta_vs_live_transition": -0.0141,
      "best_transition": {
        "to_ssoc": "21443",
        "to_title": "Air-conditioning/Refrigeration engineer",
        "composite": 0.7051,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5138,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.585
      },
      "realization_scalar": 0.2004,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21531",
      "title": "Media and broadcasting engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5238,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0649,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5445,
      "posterior_exposure_p50": 0.7088,
      "posterior_exposure_p90": 0.8731,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.4955,
      "v5_structural_exposure": 0.6598,
      "v5_structural_exposure_p90": 0.8241,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3532,
      "task_mode_copilot_share": 0.4006,
      "task_mode_human_led_share": 0.2461,
      "task_mode_effective_coverage": 0.0867,
      "task_mode_automation_pressure": 0.0473,
      "task_mode_augmentation_upside": 0.0189,
      "task_mode_concentration": 0.1217,
      "v5_effective_augmentation": 0.0395,
      "v5_demand_fragility": 0.1094,
      "v5_reallocation_capacity": 0.8901,
      "v5_concentration_adjustment": 1.0197,
      "v5_structural_risk_p10": 0.3446,
      "v5_structural_risk": 0.4589,
      "v5_structural_risk_p90": 0.5732,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0446,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6476,
      "v5_adaptation_capacity": 0.4431,
      "v5_adaptation_buffer": 0.0886,
      "v5_transition_adjusted_risk": 0.4182,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1393,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0649,
      "delta_vs_live_transition": -0.1056,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.8171,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.6487,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6442
      },
      "realization_scalar": 0.3612,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24332",
      "title": "Medical and pharmaceutical products sales professional",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2752,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2636,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5352,
      "posterior_exposure_p50": 0.7109,
      "posterior_exposure_p90": 0.8865,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.5453,
      "v5_structural_exposure": 0.721,
      "v5_structural_exposure_p90": 0.8966,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3326,
      "task_mode_copilot_share": 0.3356,
      "task_mode_human_led_share": 0.3318,
      "task_mode_effective_coverage": 0.218,
      "task_mode_automation_pressure": 0.1108,
      "task_mode_augmentation_upside": 0.0552,
      "task_mode_concentration": 0.0746,
      "v5_effective_augmentation": 0.1182,
      "v5_demand_fragility": 0.1232,
      "v5_reallocation_capacity": 0.9328,
      "v5_concentration_adjustment": 1.0222,
      "v5_structural_risk_p10": 0.1904,
      "v5_structural_risk": 0.2518,
      "v5_structural_risk_p90": 0.3131,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.134,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6029,
      "v5_adaptation_capacity": 0.4594,
      "v5_adaptation_buffer": 0.0919,
      "v5_transition_adjusted_risk": 0.2286,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0575,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0234,
      "delta_vs_live_transition": -0.0466,
      "best_transition": {
        "to_ssoc": "24334",
        "to_title": "Sales professional (institutional sales of financial products)",
        "composite": 0.7399,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5498,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.602
      },
      "realization_scalar": 0.2719,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22693",
      "title": "Medical diagnostic radiographer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0199,
      "live_risk_band": "very_low",
      "live_augmentation": 0.142,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2594,
      "posterior_exposure_p50": 0.4425,
      "posterior_exposure_p90": 0.6256,
      "posterior_interval_width_80": 0.3662,
      "v5_structural_exposure_p10": 0.1483,
      "v5_structural_exposure": 0.3314,
      "v5_structural_exposure_p90": 0.5145,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0463,
      "v5_demand_fragility": 0.0564,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0102,
      "v5_structural_risk_p10": 0.0117,
      "v5_structural_risk": 0.0262,
      "v5_structural_risk_p90": 0.0406,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0579,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5845,
      "v5_adaptation_capacity": 0.4341,
      "v5_adaptation_buffer": 0.0868,
      "v5_transition_adjusted_risk": 0.0239,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0055,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0063,
      "delta_vs_live_transition": 0.004,
      "best_transition": {
        "to_ssoc": "22694",
        "to_title": "Radiation therapist",
        "composite": 0.7119,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5201,
        "wage_preservation": 0.9848,
        "training_ease": 0,
        "empirical_priority": 0.5857
      },
      "realization_scalar": 0.2544,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21342",
      "title": "Medical laboratory scientist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0701,
      "live_risk_band": "low",
      "live_augmentation": 0.1933,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3824,
      "posterior_exposure_p50": 0.5611,
      "posterior_exposure_p90": 0.7398,
      "posterior_interval_width_80": 0.3574,
      "v5_structural_exposure_p10": 0.3172,
      "v5_structural_exposure": 0.4959,
      "v5_structural_exposure_p90": 0.6746,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2708,
      "task_mode_copilot_share": 0.3245,
      "task_mode_human_led_share": 0.4046,
      "task_mode_effective_coverage": 0.0187,
      "task_mode_automation_pressure": 0.0086,
      "task_mode_augmentation_upside": 0.0056,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0616,
      "v5_demand_fragility": 0.1142,
      "v5_reallocation_capacity": 0.1094,
      "v5_concentration_adjustment": 1.0206,
      "v5_structural_risk_p10": 0.0496,
      "v5_structural_risk": 0.0775,
      "v5_structural_risk_p90": 0.1054,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0756,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6122,
      "v5_adaptation_capacity": 0.342,
      "v5_adaptation_buffer": 0.0684,
      "v5_transition_adjusted_risk": 0.0722,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0207,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0074,
      "delta_vs_live_transition": 0.0021,
      "best_transition": {
        "to_ssoc": "21347",
        "to_title": "Clinical research professional",
        "composite": 0.761,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5714,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6122
      },
      "realization_scalar": 0.3109,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21346",
      "title": "Medical scientist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0706,
      "live_risk_band": "low",
      "live_augmentation": 0.188,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3824,
      "posterior_exposure_p50": 0.5611,
      "posterior_exposure_p90": 0.7398,
      "posterior_interval_width_80": 0.3574,
      "v5_structural_exposure_p10": 0.3176,
      "v5_structural_exposure": 0.4963,
      "v5_structural_exposure_p90": 0.675,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2708,
      "task_mode_copilot_share": 0.3245,
      "task_mode_human_led_share": 0.4046,
      "task_mode_effective_coverage": 0.0187,
      "task_mode_automation_pressure": 0.0086,
      "task_mode_augmentation_upside": 0.0056,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.06,
      "v5_demand_fragility": 0.1142,
      "v5_reallocation_capacity": 0.1094,
      "v5_concentration_adjustment": 1.0206,
      "v5_structural_risk_p10": 0.05,
      "v5_structural_risk": 0.0781,
      "v5_structural_risk_p90": 0.1062,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0736,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6147,
      "v5_adaptation_capacity": 0.3425,
      "v5_adaptation_buffer": 0.0685,
      "v5_transition_adjusted_risk": 0.0727,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0209,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0075,
      "delta_vs_live_transition": 0.0021,
      "best_transition": {
        "to_ssoc": "21347",
        "to_title": "Clinical research professional",
        "composite": 0.761,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5714,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6122
      },
      "realization_scalar": 0.3113,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26353",
      "title": "Medical social worker",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0425,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1969,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.2992,
      "posterior_exposure_p50": 0.4758,
      "posterior_exposure_p90": 0.6525,
      "posterior_interval_width_80": 0.3533,
      "v5_structural_exposure_p10": 0.2992,
      "v5_structural_exposure": 0.4758,
      "v5_structural_exposure_p90": 0.6525,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0983,
      "v5_demand_fragility": 0.5897,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1061,
      "v5_structural_risk_p10": 0.0366,
      "v5_structural_risk": 0.0583,
      "v5_structural_risk_p90": 0.0799,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0983,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.575,
      "v5_adaptation_capacity": 0.3725,
      "v5_adaptation_buffer": 0.0745,
      "v5_transition_adjusted_risk": 0.0539,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0189,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0158,
      "delta_vs_live_transition": 0.0114,
      "best_transition": {
        "to_ssoc": "26361",
        "to_title": "Minister of religion",
        "composite": 0.6487,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5267,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6225
      },
      "realization_scalar": 0.3448,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26361",
      "title": "Minister of religion",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0405,
      "live_risk_band": "very_low",
      "live_augmentation": 0.3575,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3546,
      "posterior_exposure_p50": 0.5302,
      "posterior_exposure_p90": 0.7059,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.4588,
      "v5_structural_exposure": 0.6344,
      "v5_structural_exposure_p90": 0.8101,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3039,
      "task_mode_copilot_share": 0.3763,
      "task_mode_human_led_share": 0.3199,
      "task_mode_effective_coverage": 0.2501,
      "task_mode_automation_pressure": 0.1264,
      "task_mode_augmentation_upside": 0.0646,
      "task_mode_concentration": 0.1247,
      "v5_effective_augmentation": 0.1332,
      "v5_demand_fragility": 0.1377,
      "v5_reallocation_capacity": 0.8883,
      "v5_concentration_adjustment": 1.0248,
      "v5_structural_risk_p10": 0.0312,
      "v5_structural_risk": 0.0432,
      "v5_structural_risk_p90": 0.0551,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1504,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5812,
      "v5_adaptation_capacity": 0.4506,
      "v5_adaptation_buffer": 0.0901,
      "v5_transition_adjusted_risk": 0.0393,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0127,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": 0.0027,
      "delta_vs_live_transition": -0.0012,
      "best_transition": {
        "to_ssoc": "26343",
        "to_title": "Industrial and organisational psychologist",
        "composite": 0.6429,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5206,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6197
      },
      "realization_scalar": 0.3497,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21662",
      "title": "Multimedia (including games) designer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2958,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1246,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5178,
      "posterior_exposure_p50": 0.6782,
      "posterior_exposure_p90": 0.8386,
      "posterior_interval_width_80": 0.3208,
      "v5_structural_exposure_p10": 0.4497,
      "v5_structural_exposure": 0.6101,
      "v5_structural_exposure_p90": 0.7705,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3316,
      "task_mode_copilot_share": 0.3772,
      "task_mode_human_led_share": 0.2912,
      "task_mode_effective_coverage": 0.0517,
      "task_mode_automation_pressure": 0.027,
      "task_mode_augmentation_upside": 0.0124,
      "task_mode_concentration": 0.7348,
      "v5_effective_augmentation": 0.0462,
      "v5_demand_fragility": 0.1269,
      "v5_reallocation_capacity": 0.3389,
      "v5_concentration_adjustment": 1.0228,
      "v5_structural_risk_p10": 0.2059,
      "v5_structural_risk": 0.2793,
      "v5_structural_risk_p90": 0.3527,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0547,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6009,
      "v5_adaptation_capacity": 0.3579,
      "v5_adaptation_buffer": 0.0716,
      "v5_transition_adjusted_risk": 0.2593,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0413,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0165,
      "delta_vs_live_transition": -0.0365,
      "best_transition": {
        "to_ssoc": "21664",
        "to_title": "Interaction designer",
        "composite": 0.7295,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5395,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.597
      },
      "realization_scalar": 0.1721,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25123",
      "title": "Multimedia (including games) developer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.5573,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0924,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.5794,
      "posterior_exposure_p50": 0.7496,
      "posterior_exposure_p90": 0.9197,
      "posterior_interval_width_80": 0.3403,
      "v5_structural_exposure_p10": 0.5794,
      "v5_structural_exposure": 0.7496,
      "v5_structural_exposure_p90": 0.9197,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0739,
      "v5_demand_fragility": 0.2051,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0369,
      "v5_structural_risk_p10": 0.39,
      "v5_structural_risk": 0.5046,
      "v5_structural_risk_p90": 0.6191,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0739,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6229,
      "v5_adaptation_capacity": 0.3985,
      "v5_adaptation_buffer": 0.0797,
      "v5_transition_adjusted_risk": 0.4644,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1787,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0527,
      "delta_vs_live_transition": -0.0929,
      "best_transition": {
        "to_ssoc": "13302",
        "to_title": "Software and applications manager",
        "composite": 0.7239,
        "observed_transition_rate": null,
        "destination_quality": 0.6249,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.646
      },
      "realization_scalar": 0.409,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21663",
      "title": "Multimedia artist and animator",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.338,
      "live_risk_band": "high",
      "live_augmentation": 0.1793,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.529,
      "posterior_exposure_p50": 0.6894,
      "posterior_exposure_p90": 0.8497,
      "posterior_interval_width_80": 0.3207,
      "v5_structural_exposure_p10": 0.5479,
      "v5_structural_exposure": 0.7083,
      "v5_structural_exposure_p90": 0.8686,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.315,
      "task_mode_copilot_share": 0.4373,
      "task_mode_human_led_share": 0.2477,
      "task_mode_effective_coverage": 0.2122,
      "task_mode_automation_pressure": 0.1128,
      "task_mode_augmentation_upside": 0.0489,
      "task_mode_concentration": 0.3723,
      "v5_effective_augmentation": 0.0783,
      "v5_demand_fragility": 0.1528,
      "v5_reallocation_capacity": 0.666,
      "v5_concentration_adjustment": 1.0275,
      "v5_structural_risk_p10": 0.2434,
      "v5_structural_risk": 0.3146,
      "v5_structural_risk_p90": 0.3858,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0856,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6172,
      "v5_adaptation_capacity": 0.418,
      "v5_adaptation_buffer": 0.0836,
      "v5_transition_adjusted_risk": 0.2883,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0923,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0234,
      "delta_vs_live_transition": -0.0497,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7613,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5833,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6151
      },
      "realization_scalar": 0.3439,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25220",
      "title": "Network, servers and computer systems administrator",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5373,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0746,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5367,
      "posterior_exposure_p50": 0.7198,
      "posterior_exposure_p90": 0.9029,
      "posterior_interval_width_80": 0.3662,
      "v5_structural_exposure_p10": 0.5325,
      "v5_structural_exposure": 0.7156,
      "v5_structural_exposure_p90": 0.8987,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3142,
      "task_mode_copilot_share": 0.4244,
      "task_mode_human_led_share": 0.2614,
      "task_mode_effective_coverage": 0.176,
      "task_mode_automation_pressure": 0.0928,
      "task_mode_augmentation_upside": 0.0414,
      "task_mode_concentration": 0.1839,
      "v5_effective_augmentation": 0.0569,
      "v5_demand_fragility": 0.0616,
      "v5_reallocation_capacity": 0.8351,
      "v5_concentration_adjustment": 1.0111,
      "v5_structural_risk_p10": 0.3609,
      "v5_structural_risk": 0.485,
      "v5_structural_risk_p90": 0.609,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0608,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6336,
      "v5_adaptation_capacity": 0.4403,
      "v5_adaptation_buffer": 0.0881,
      "v5_transition_adjusted_risk": 0.4423,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0444,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0523,
      "delta_vs_live_transition": -0.095,
      "best_transition": {
        "to_ssoc": "13302",
        "to_title": "Software and applications manager",
        "composite": 0.7239,
        "observed_transition_rate": null,
        "destination_quality": 0.6249,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6477
      },
      "realization_scalar": 0.1101,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22652",
      "title": "Nutritionist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0482,
      "live_risk_band": "very_low",
      "live_augmentation": 0.2824,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5039,
      "posterior_exposure_p50": 0.6796,
      "posterior_exposure_p90": 0.8553,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.4522,
      "v5_structural_exposure": 0.6279,
      "v5_structural_exposure_p90": 0.8036,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2257,
      "task_mode_copilot_share": 0.3402,
      "task_mode_human_led_share": 0.4341,
      "task_mode_effective_coverage": 0.0717,
      "task_mode_automation_pressure": 0.0314,
      "task_mode_augmentation_upside": 0.0235,
      "task_mode_concentration": 0.3828,
      "v5_effective_augmentation": 0.0953,
      "v5_demand_fragility": 0.0733,
      "v5_reallocation_capacity": 0.6616,
      "v5_concentration_adjustment": 1.0132,
      "v5_structural_risk_p10": 0.0343,
      "v5_structural_risk": 0.0476,
      "v5_structural_risk_p90": 0.0609,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.1133,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5868,
      "v5_adaptation_capacity": 0.4126,
      "v5_adaptation_buffer": 0.0825,
      "v5_transition_adjusted_risk": 0.0437,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0105,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0006,
      "delta_vs_live_transition": -0.0045,
      "best_transition": {
        "to_ssoc": "22651",
        "to_title": "Dietitian",
        "composite": 0.6979,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5058,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5813
      },
      "realization_scalar": 0.2627,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22144",
      "title": "Obstetrician/Gynaecologist",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0176,
      "live_risk_band": "very_low",
      "live_augmentation": 0.2016,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3466,
      "posterior_exposure_p50": 0.5137,
      "posterior_exposure_p90": 0.6808,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.4264,
      "v5_structural_exposure": 0.5935,
      "v5_structural_exposure_p90": 0.7606,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3019,
      "task_mode_copilot_share": 0.3179,
      "task_mode_human_led_share": 0.3802,
      "task_mode_effective_coverage": 0.1411,
      "task_mode_automation_pressure": 0.0682,
      "task_mode_augmentation_upside": 0.0395,
      "task_mode_concentration": 0.3376,
      "v5_effective_augmentation": 0.0768,
      "v5_demand_fragility": 0.0865,
      "v5_reallocation_capacity": 0.6978,
      "v5_concentration_adjustment": 1.0156,
      "v5_structural_risk_p10": 0.0163,
      "v5_structural_risk": 0.0227,
      "v5_structural_risk_p90": 0.029,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0861,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6,
      "v5_adaptation_capacity": 0.416,
      "v5_adaptation_buffer": 0.0832,
      "v5_transition_adjusted_risk": 0.0208,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.005,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0051,
      "delta_vs_live_transition": 0.0032,
      "best_transition": {
        "to_ssoc": "22145",
        "to_title": "Ophthalmologist",
        "composite": 0.7187,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5276,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5915
      },
      "realization_scalar": 0.2638,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22631",
      "title": "Occupational health and safety professional",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0356,
      "live_risk_band": "very_low",
      "live_augmentation": 0.2034,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.437,
      "posterior_exposure_p50": 0.6126,
      "posterior_exposure_p90": 0.7883,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.2604,
      "v5_structural_exposure": 0.436,
      "v5_structural_exposure_p90": 0.6117,
      "task_mode_blend_weight": 0.4235,
      "task_mode_matched_task_weight_share": 0.947,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0626,
      "v5_demand_fragility": 0.0564,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0102,
      "v5_structural_risk_p10": 0.0198,
      "v5_structural_risk": 0.0331,
      "v5_structural_risk_p90": 0.0464,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0783,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5899,
      "v5_adaptation_capacity": 0.4421,
      "v5_adaptation_buffer": 0.0884,
      "v5_transition_adjusted_risk": 0.0302,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0073,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0025,
      "delta_vs_live_transition": -0.0054,
      "best_transition": {
        "to_ssoc": "22632",
        "to_title": "Environmental officer (public health)",
        "composite": 0.731,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5402,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5975
      },
      "realization_scalar": 0.2652,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22680",
      "title": "Occupational therapist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0034,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1705,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2669,
      "posterior_exposure_p50": 0.43,
      "posterior_exposure_p90": 0.5931,
      "posterior_interval_width_80": 0.3262,
      "v5_structural_exposure_p10": 0.254,
      "v5_structural_exposure": 0.4171,
      "v5_structural_exposure_p90": 0.5802,
      "task_mode_blend_weight": 0.4335,
      "task_mode_matched_task_weight_share": 0.9669,
      "task_mode_delegable_share": 0.2762,
      "task_mode_copilot_share": 0.3143,
      "task_mode_human_led_share": 0.4095,
      "task_mode_effective_coverage": 0.0147,
      "task_mode_automation_pressure": 0.0068,
      "task_mode_augmentation_upside": 0.0044,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0568,
      "v5_demand_fragility": 0.0657,
      "v5_reallocation_capacity": 0.1086,
      "v5_concentration_adjustment": 1.0118,
      "v5_structural_risk_p10": 0.0031,
      "v5_structural_risk": 0.0051,
      "v5_structural_risk_p90": 0.007,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0699,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.578,
      "v5_adaptation_capacity": 0.3251,
      "v5_adaptation_buffer": 0.065,
      "v5_transition_adjusted_risk": 0.0047,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0011,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0017,
      "delta_vs_live_transition": 0.0013,
      "best_transition": {
        "to_ssoc": "22693",
        "to_title": "Medical diagnostic radiographer",
        "composite": 0.6739,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4808,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5696
      },
      "realization_scalar": 0.2513,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24352",
      "title": "Oil and bunker trader",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2591,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1711,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5516,
      "posterior_exposure_p50": 0.7147,
      "posterior_exposure_p90": 0.8777,
      "posterior_interval_width_80": 0.3261,
      "v5_structural_exposure_p10": 0.3721,
      "v5_structural_exposure": 0.5352,
      "v5_structural_exposure_p90": 0.6982,
      "task_mode_blend_weight": 0.3467,
      "task_mode_matched_task_weight_share": 0.7933,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0631,
      "v5_demand_fragility": 0.1128,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0203,
      "v5_structural_risk_p10": 0.1664,
      "v5_structural_risk": 0.2393,
      "v5_structural_risk_p90": 0.3122,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0789,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.588,
      "v5_adaptation_capacity": 0.4394,
      "v5_adaptation_buffer": 0.0879,
      "v5_transition_adjusted_risk": 0.2183,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0813,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0198,
      "delta_vs_live_transition": -0.0408,
      "best_transition": {
        "to_ssoc": "24351",
        "to_title": "Commodities trader (excluding oil and bunker)",
        "composite": 0.7509,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5609,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6073
      },
      "realization_scalar": 0.4037,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21212",
      "title": "Operations research analyst",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4739,
      "live_risk_band": "high",
      "live_augmentation": 0.1486,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5904,
      "posterior_exposure_p50": 0.7534,
      "posterior_exposure_p90": 0.9165,
      "posterior_interval_width_80": 0.3261,
      "v5_structural_exposure_p10": 0.5761,
      "v5_structural_exposure": 0.7391,
      "v5_structural_exposure_p90": 0.9022,
      "task_mode_blend_weight": 0.427,
      "task_mode_matched_task_weight_share": 0.9541,
      "task_mode_delegable_share": 0.3585,
      "task_mode_copilot_share": 0.399,
      "task_mode_human_led_share": 0.2425,
      "task_mode_effective_coverage": 0.2031,
      "task_mode_automation_pressure": 0.1113,
      "task_mode_augmentation_upside": 0.0438,
      "task_mode_concentration": 0.1726,
      "v5_effective_augmentation": 0.0716,
      "v5_demand_fragility": 0.1252,
      "v5_reallocation_capacity": 0.844,
      "v5_concentration_adjustment": 1.0225,
      "v5_structural_risk_p10": 0.3175,
      "v5_structural_risk": 0.4074,
      "v5_structural_risk_p90": 0.4973,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0785,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6559,
      "v5_adaptation_capacity": 0.4535,
      "v5_adaptation_buffer": 0.0907,
      "v5_transition_adjusted_risk": 0.3704,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0633,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0665,
      "delta_vs_live_transition": -0.1035,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7721,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.6719,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.687
      },
      "realization_scalar": 0.1846,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22145",
      "title": "Ophthalmologist",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.014,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1984,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3393,
      "posterior_exposure_p50": 0.5064,
      "posterior_exposure_p90": 0.6736,
      "posterior_interval_width_80": 0.3343,
      "v5_structural_exposure_p10": 0.3096,
      "v5_structural_exposure": 0.4767,
      "v5_structural_exposure_p90": 0.6439,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.1939,
      "task_mode_copilot_share": 0.3648,
      "task_mode_human_led_share": 0.4413,
      "task_mode_effective_coverage": 0.0288,
      "task_mode_automation_pressure": 0.0122,
      "task_mode_augmentation_upside": 0.0099,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0663,
      "v5_demand_fragility": 0.0739,
      "v5_reallocation_capacity": 0.1209,
      "v5_concentration_adjustment": 1.0133,
      "v5_structural_risk_p10": 0.0114,
      "v5_structural_risk": 0.0175,
      "v5_structural_risk_p90": 0.0236,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0804,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5941,
      "v5_adaptation_capacity": 0.3384,
      "v5_adaptation_buffer": 0.0677,
      "v5_transition_adjusted_risk": 0.0163,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0039,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0035,
      "delta_vs_live_transition": 0.0023,
      "best_transition": {
        "to_ssoc": "22142",
        "to_title": "Diagnostic radiologist",
        "composite": 0.7112,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5196,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5878
      },
      "realization_scalar": 0.2642,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22670",
      "title": "Optometrist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0123,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0962,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2679,
      "posterior_exposure_p50": 0.4322,
      "posterior_exposure_p90": 0.5965,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.1635,
      "v5_structural_exposure": 0.3278,
      "v5_structural_exposure_p90": 0.4921,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0312,
      "v5_demand_fragility": 0.0564,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0102,
      "v5_structural_risk_p10": 0.0085,
      "v5_structural_risk": 0.017,
      "v5_structural_risk_p90": 0.0256,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.039,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5739,
      "v5_adaptation_capacity": 0.4245,
      "v5_adaptation_buffer": 0.0849,
      "v5_transition_adjusted_risk": 0.0156,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0039,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0047,
      "delta_vs_live_transition": 0.0033,
      "best_transition": {
        "to_ssoc": "22693",
        "to_title": "Medical diagnostic radiographer",
        "composite": 0.6739,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4808,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5696
      },
      "realization_scalar": 0.2712,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22135",
      "title": "Orthopaedic surgeon",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0089,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0851,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.2181,
      "posterior_exposure_p50": 0.4,
      "posterior_exposure_p90": 0.582,
      "posterior_interval_width_80": 0.3639,
      "v5_structural_exposure_p10": 0.2181,
      "v5_structural_exposure": 0.4,
      "v5_structural_exposure_p90": 0.582,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0429,
      "v5_demand_fragility": 0.2821,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0508,
      "v5_structural_risk_p10": 0.0088,
      "v5_structural_risk": 0.0162,
      "v5_structural_risk_p90": 0.0236,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0429,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5907,
      "v5_adaptation_capacity": 0.3676,
      "v5_adaptation_buffer": 0.0735,
      "v5_transition_adjusted_risk": 0.015,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0039,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0073,
      "delta_vs_live_transition": 0.0061,
      "best_transition": {
        "to_ssoc": "22138",
        "to_title": "Urologist",
        "composite": 0.7147,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5233,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5896
      },
      "realization_scalar": 0.2708,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22148",
      "title": "Otorhinolaryngologist/Ear, nose, throat (ENT) specialist",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0161,
      "live_risk_band": "very_low",
      "live_augmentation": 0.2169,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.3423,
      "posterior_exposure_p50": 0.5125,
      "posterior_exposure_p90": 0.6827,
      "posterior_interval_width_80": 0.3404,
      "v5_structural_exposure_p10": 0.3423,
      "v5_structural_exposure": 0.5125,
      "v5_structural_exposure_p90": 0.6827,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.103,
      "v5_demand_fragility": 0.2821,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0508,
      "v5_structural_risk_p10": 0.0131,
      "v5_structural_risk": 0.0197,
      "v5_structural_risk_p90": 0.0262,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.103,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5982,
      "v5_adaptation_capacity": 0.3972,
      "v5_adaptation_buffer": 0.0794,
      "v5_transition_adjusted_risk": 0.0181,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0047,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0036,
      "delta_vs_live_transition": 0.002,
      "best_transition": {
        "to_ssoc": "22145",
        "to_title": "Ophthalmologist",
        "composite": 0.7182,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.527,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5913
      },
      "realization_scalar": 0.2726,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22126",
      "title": "Paediatrician",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.015,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1783,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3341,
      "posterior_exposure_p50": 0.4984,
      "posterior_exposure_p90": 0.6627,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.364,
      "v5_structural_exposure": 0.5283,
      "v5_structural_exposure_p90": 0.6926,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3498,
      "task_mode_copilot_share": 0.2665,
      "task_mode_human_led_share": 0.3837,
      "task_mode_effective_coverage": 0.0683,
      "task_mode_automation_pressure": 0.0341,
      "task_mode_augmentation_upside": 0.0181,
      "task_mode_concentration": 0.5249,
      "v5_effective_augmentation": 0.0634,
      "v5_demand_fragility": 0.0795,
      "v5_reallocation_capacity": 0.5263,
      "v5_concentration_adjustment": 1.0143,
      "v5_structural_risk_p10": 0.0138,
      "v5_structural_risk": 0.02,
      "v5_structural_risk_p90": 0.0262,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0747,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5987,
      "v5_adaptation_capacity": 0.3887,
      "v5_adaptation_buffer": 0.0777,
      "v5_transition_adjusted_risk": 0.0185,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0045,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.005,
      "delta_vs_live_transition": 0.0035,
      "best_transition": {
        "to_ssoc": "22122",
        "to_title": "Dermatologist",
        "composite": 0.7241,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5331,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5942
      },
      "realization_scalar": 0.2652,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24233",
      "title": "Personnel/Human resource officer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1977,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1161,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5373,
      "posterior_exposure_p50": 0.7016,
      "posterior_exposure_p90": 0.8659,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.3123,
      "v5_structural_exposure": 0.4766,
      "v5_structural_exposure_p90": 0.6409,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0437,
      "v5_demand_fragility": 0.1128,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0203,
      "v5_structural_risk_p10": 0.1093,
      "v5_structural_risk": 0.1668,
      "v5_structural_risk_p90": 0.2243,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0546,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5625,
      "v5_adaptation_capacity": 0.4222,
      "v5_adaptation_buffer": 0.0844,
      "v5_transition_adjusted_risk": 0.1527,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0399,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0309,
      "delta_vs_live_transition": -0.045,
      "best_transition": {
        "to_ssoc": "24231",
        "to_title": "Human resource consultant (excluding executive search consultant)",
        "composite": 0.7435,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5542,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6039
      },
      "realization_scalar": 0.2834,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22621",
      "title": "Pharmacist (patient care)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0089,
      "live_risk_band": "very_low",
      "live_augmentation": 0.2038,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3875,
      "posterior_exposure_p50": 0.5518,
      "posterior_exposure_p90": 0.7161,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.3376,
      "v5_structural_exposure": 0.5019,
      "v5_structural_exposure_p90": 0.6662,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2175,
      "task_mode_copilot_share": 0.303,
      "task_mode_human_led_share": 0.4795,
      "task_mode_effective_coverage": 0.03,
      "task_mode_automation_pressure": 0.0125,
      "task_mode_augmentation_upside": 0.0105,
      "task_mode_concentration": 0.2717,
      "v5_effective_augmentation": 0.0666,
      "v5_demand_fragility": 0.0614,
      "v5_reallocation_capacity": 0.7602,
      "v5_concentration_adjustment": 1.0111,
      "v5_structural_risk_p10": 0.0067,
      "v5_structural_risk": 0.0099,
      "v5_structural_risk_p90": 0.0131,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0806,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5719,
      "v5_adaptation_capacity": 0.407,
      "v5_adaptation_buffer": 0.0814,
      "v5_transition_adjusted_risk": 0.0091,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0022,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.001,
      "delta_vs_live_transition": 0.0002,
      "best_transition": {
        "to_ssoc": "22693",
        "to_title": "Medical diagnostic radiographer",
        "composite": 0.6739,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4808,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5696
      },
      "realization_scalar": 0.2642,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21341",
      "title": "Pharmacologist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0763,
      "live_risk_band": "low",
      "live_augmentation": 0.3229,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.3865,
      "posterior_exposure_p50": 0.5685,
      "posterior_exposure_p90": 0.7505,
      "posterior_interval_width_80": 0.364,
      "v5_structural_exposure_p10": 0.3865,
      "v5_structural_exposure": 0.5685,
      "v5_structural_exposure_p90": 0.7505,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.1507,
      "v5_demand_fragility": 0.5128,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0923,
      "v5_structural_risk_p10": 0.0589,
      "v5_structural_risk": 0.0867,
      "v5_structural_risk_p90": 0.1144,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1507,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5889,
      "v5_adaptation_capacity": 0.4038,
      "v5_adaptation_buffer": 0.0808,
      "v5_transition_adjusted_risk": 0.0797,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0256,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": 0.0104,
      "delta_vs_live_transition": 0.0034,
      "best_transition": {
        "to_ssoc": "21347",
        "to_title": "Clinical research professional",
        "composite": 0.7627,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5734,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6131
      },
      "realization_scalar": 0.3206,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22640",
      "title": "Physiotherapist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0035,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1645,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.2713,
      "posterior_exposure_p50": 0.4345,
      "posterior_exposure_p90": 0.5978,
      "posterior_interval_width_80": 0.3265,
      "v5_structural_exposure_p10": 0.2713,
      "v5_structural_exposure": 0.4345,
      "v5_structural_exposure_p90": 0.5978,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0805,
      "v5_demand_fragility": 0.2821,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0508,
      "v5_structural_risk_p10": 0.0035,
      "v5_structural_risk": 0.0055,
      "v5_structural_risk_p90": 0.0076,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0805,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5782,
      "v5_adaptation_capacity": 0.3786,
      "v5_adaptation_buffer": 0.0757,
      "v5_transition_adjusted_risk": 0.0051,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0007,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.002,
      "delta_vs_live_transition": 0.0016,
      "best_transition": {
        "to_ssoc": "22693",
        "to_title": "Medical diagnostic radiographer",
        "composite": 0.6739,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4808,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5696
      },
      "realization_scalar": 0.1369,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22692",
      "title": "Podiatrist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0205,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1402,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2599,
      "posterior_exposure_p50": 0.443,
      "posterior_exposure_p90": 0.6261,
      "posterior_interval_width_80": 0.3662,
      "v5_structural_exposure_p10": 0.1517,
      "v5_structural_exposure": 0.3348,
      "v5_structural_exposure_p90": 0.5179,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0457,
      "v5_demand_fragility": 0.0564,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0102,
      "v5_structural_risk_p10": 0.0121,
      "v5_structural_risk": 0.0267,
      "v5_structural_risk_p90": 0.0413,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0571,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5948,
      "v5_adaptation_capacity": 0.4381,
      "v5_adaptation_buffer": 0.0876,
      "v5_transition_adjusted_risk": 0.0243,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0056,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0062,
      "delta_vs_live_transition": 0.0038,
      "best_transition": {
        "to_ssoc": "22693",
        "to_title": "Medical diagnostic radiographer",
        "composite": 0.734,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5434,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.599
      },
      "realization_scalar": 0.2544,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24220",
      "title": "Policy administration professional (e.g. policy analyst)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3465,
      "live_risk_band": "high",
      "live_augmentation": 0.1357,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5432,
      "posterior_exposure_p50": 0.7189,
      "posterior_exposure_p90": 0.8946,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.4118,
      "v5_structural_exposure": 0.5875,
      "v5_structural_exposure_p90": 0.7632,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3881,
      "task_mode_copilot_share": 0.3795,
      "task_mode_human_led_share": 0.2324,
      "task_mode_effective_coverage": 0.0255,
      "task_mode_automation_pressure": 0.0143,
      "task_mode_augmentation_upside": 0.0052,
      "task_mode_concentration": 0.2395,
      "v5_effective_augmentation": 0.0529,
      "v5_demand_fragility": 0.1168,
      "v5_reallocation_capacity": 0.7825,
      "v5_concentration_adjustment": 1.021,
      "v5_structural_risk_p10": 0.2118,
      "v5_structural_risk": 0.3022,
      "v5_structural_risk_p90": 0.3925,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0648,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.588,
      "v5_adaptation_capacity": 0.4091,
      "v5_adaptation_buffer": 0.0818,
      "v5_transition_adjusted_risk": 0.2774,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0903,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0443,
      "delta_vs_live_transition": -0.0691,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7039,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5239,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5871
      },
      "realization_scalar": 0.3524,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21512",
      "title": "Power generation and distribution engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1497,
      "live_risk_band": "low",
      "live_augmentation": 0.1292,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3978,
      "posterior_exposure_p50": 0.5734,
      "posterior_exposure_p90": 0.749,
      "posterior_interval_width_80": 0.3512,
      "v5_structural_exposure_p10": 0.2311,
      "v5_structural_exposure": 0.4067,
      "v5_structural_exposure_p90": 0.5823,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0437,
      "v5_demand_fragility": 0.1026,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0185,
      "v5_structural_risk_p10": 0.0837,
      "v5_structural_risk": 0.1474,
      "v5_structural_risk_p90": 0.211,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0546,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5781,
      "v5_adaptation_capacity": 0.4289,
      "v5_adaptation_buffer": 0.0858,
      "v5_transition_adjusted_risk": 0.1347,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0431,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0023,
      "delta_vs_live_transition": -0.015,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7048,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.517,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5857
      },
      "realization_scalar": 0.3472,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21415",
      "title": "Process engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1081,
      "live_risk_band": "low",
      "live_augmentation": 0.2671,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4106,
      "posterior_exposure_p50": 0.5863,
      "posterior_exposure_p90": 0.762,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.4168,
      "v5_structural_exposure": 0.5925,
      "v5_structural_exposure_p90": 0.7682,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3532,
      "task_mode_copilot_share": 0.4006,
      "task_mode_human_led_share": 0.2461,
      "task_mode_effective_coverage": 0.0867,
      "task_mode_automation_pressure": 0.0473,
      "task_mode_augmentation_upside": 0.0189,
      "task_mode_concentration": 0.1217,
      "v5_effective_augmentation": 0.088,
      "v5_demand_fragility": 0.1094,
      "v5_reallocation_capacity": 0.8901,
      "v5_concentration_adjustment": 1.0197,
      "v5_structural_risk_p10": 0.0736,
      "v5_structural_risk": 0.1046,
      "v5_structural_risk_p90": 0.1356,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1053,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6093,
      "v5_adaptation_capacity": 0.4449,
      "v5_adaptation_buffer": 0.089,
      "v5_transition_adjusted_risk": 0.0953,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0141,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0035,
      "delta_vs_live_transition": -0.0128,
      "best_transition": {
        "to_ssoc": "21413",
        "to_title": "Automation engineer (including robotics engineer)",
        "composite": 0.7485,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5587,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6062
      },
      "realization_scalar": 0.1601,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21498",
      "title": "Procurement engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1438,
      "live_risk_band": "low",
      "live_augmentation": 0.1703,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3936,
      "posterior_exposure_p50": 0.5579,
      "posterior_exposure_p90": 0.7222,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.4084,
      "v5_structural_exposure": 0.5727,
      "v5_structural_exposure_p90": 0.737,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3208,
      "task_mode_copilot_share": 0.3684,
      "task_mode_human_led_share": 0.3108,
      "task_mode_effective_coverage": 0.0837,
      "task_mode_automation_pressure": 0.0428,
      "task_mode_augmentation_upside": 0.0209,
      "task_mode_concentration": 0.1216,
      "v5_effective_augmentation": 0.0652,
      "v5_demand_fragility": 0.109,
      "v5_reallocation_capacity": 0.8908,
      "v5_concentration_adjustment": 1.0196,
      "v5_structural_risk_p10": 0.112,
      "v5_structural_risk": 0.157,
      "v5_structural_risk_p90": 0.202,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0763,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4879,
      "v5_adaptation_capacity": 0.3866,
      "v5_adaptation_buffer": 0.0773,
      "v5_transition_adjusted_risk": 0.1449,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0469,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0132,
      "delta_vs_live_transition": 0.0011,
      "best_transition": {
        "to_ssoc": "13244",
        "to_title": "Postal service manager",
        "composite": 0.5974,
        "observed_transition_rate": null,
        "destination_quality": 0.4053,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.4812
      },
      "realization_scalar": 0.3511,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26541",
      "title": "Producer (stage, film, television, game, commercial, video and radio)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1052,
      "live_risk_band": "low",
      "live_augmentation": 0.2448,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4429,
      "posterior_exposure_p50": 0.6073,
      "posterior_exposure_p90": 0.7716,
      "posterior_interval_width_80": 0.3287,
      "v5_structural_exposure_p10": 0.4353,
      "v5_structural_exposure": 0.5997,
      "v5_structural_exposure_p90": 0.764,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3432,
      "task_mode_copilot_share": 0.37,
      "task_mode_human_led_share": 0.2868,
      "task_mode_effective_coverage": 0.0828,
      "task_mode_automation_pressure": 0.0436,
      "task_mode_augmentation_upside": 0.0194,
      "task_mode_concentration": 0.5597,
      "v5_effective_augmentation": 0.0857,
      "v5_demand_fragility": 0.1477,
      "v5_reallocation_capacity": 0.4955,
      "v5_concentration_adjustment": 1.0266,
      "v5_structural_risk_p10": 0.0752,
      "v5_structural_risk": 0.1036,
      "v5_structural_risk_p90": 0.132,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1023,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5832,
      "v5_adaptation_capacity": 0.3842,
      "v5_adaptation_buffer": 0.0768,
      "v5_transition_adjusted_risk": 0.0956,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0311,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0016,
      "delta_vs_live_transition": -0.0096,
      "best_transition": {
        "to_ssoc": "26542",
        "to_title": "Director (stage, film, television, game, commercial, video and radio)",
        "composite": 0.7234,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5324,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5938
      },
      "realization_scalar": 0.3496,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21632",
      "title": "Product and industrial designer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1231,
      "live_risk_band": "low",
      "live_augmentation": 0.1439,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3812,
      "posterior_exposure_p50": 0.5569,
      "posterior_exposure_p90": 0.7325,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.3097,
      "v5_structural_exposure": 0.4854,
      "v5_structural_exposure_p90": 0.661,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3281,
      "task_mode_copilot_share": 0.3802,
      "task_mode_human_led_share": 0.2917,
      "task_mode_effective_coverage": 0.0127,
      "task_mode_automation_pressure": 0.0066,
      "task_mode_augmentation_upside": 0.0031,
      "task_mode_concentration": 0.3431,
      "v5_effective_augmentation": 0.0459,
      "v5_demand_fragility": 0.1053,
      "v5_reallocation_capacity": 0.6914,
      "v5_concentration_adjustment": 1.019,
      "v5_structural_risk_p10": 0.0825,
      "v5_structural_risk": 0.1293,
      "v5_structural_risk_p90": 0.1761,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0566,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5774,
      "v5_adaptation_capacity": 0.3911,
      "v5_adaptation_buffer": 0.0782,
      "v5_transition_adjusted_risk": 0.1192,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0353,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0062,
      "delta_vs_live_transition": -0.0039,
      "best_transition": {
        "to_ssoc": "21670",
        "to_title": "Service designer",
        "composite": 0.6779,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.485,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5715
      },
      "realization_scalar": 0.322,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21412",
      "title": "Production engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1064,
      "live_risk_band": "low",
      "live_augmentation": 0.2849,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4106,
      "posterior_exposure_p50": 0.5863,
      "posterior_exposure_p90": 0.762,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.4173,
      "v5_structural_exposure": 0.593,
      "v5_structural_exposure_p90": 0.7687,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3532,
      "task_mode_copilot_share": 0.4006,
      "task_mode_human_led_share": 0.2461,
      "task_mode_effective_coverage": 0.0867,
      "task_mode_automation_pressure": 0.0473,
      "task_mode_augmentation_upside": 0.0189,
      "task_mode_concentration": 0.1217,
      "v5_effective_augmentation": 0.0935,
      "v5_demand_fragility": 0.1094,
      "v5_reallocation_capacity": 0.8901,
      "v5_concentration_adjustment": 1.0197,
      "v5_structural_risk_p10": 0.0725,
      "v5_structural_risk": 0.1031,
      "v5_structural_risk_p90": 0.1336,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1121,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6024,
      "v5_adaptation_capacity": 0.444,
      "v5_adaptation_buffer": 0.0888,
      "v5_transition_adjusted_risk": 0.0939,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0307,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0033,
      "delta_vs_live_transition": -0.0125,
      "best_transition": {
        "to_ssoc": "21413",
        "to_title": "Automation engineer (including robotics engineer)",
        "composite": 0.748,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5581,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6059
      },
      "realization_scalar": 0.3542,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22128",
      "title": "Psychiatrist",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0144,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1861,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.334,
      "posterior_exposure_p50": 0.4984,
      "posterior_exposure_p90": 0.6628,
      "posterior_interval_width_80": 0.3288,
      "v5_structural_exposure_p10": 0.3662,
      "v5_structural_exposure": 0.5306,
      "v5_structural_exposure_p90": 0.695,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3962,
      "task_mode_copilot_share": 0.2605,
      "task_mode_human_led_share": 0.3433,
      "task_mode_effective_coverage": 0.0701,
      "task_mode_automation_pressure": 0.0367,
      "task_mode_augmentation_upside": 0.0166,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.066,
      "v5_demand_fragility": 0.1023,
      "v5_reallocation_capacity": 0.0906,
      "v5_concentration_adjustment": 1.0184,
      "v5_structural_risk_p10": 0.0137,
      "v5_structural_risk": 0.0199,
      "v5_structural_risk_p90": 0.0261,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0783,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5789,
      "v5_adaptation_capacity": 0.3265,
      "v5_adaptation_buffer": 0.0653,
      "v5_transition_adjusted_risk": 0.0186,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0045,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0055,
      "delta_vs_live_transition": 0.0042,
      "best_transition": {
        "to_ssoc": "22122",
        "to_title": "Dermatologist",
        "composite": 0.7241,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5331,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5942
      },
      "realization_scalar": 0.2651,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24320",
      "title": "Public relations/Corporate communications professional",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.3167,
      "live_risk_band": "high",
      "live_augmentation": 0.1766,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.5591,
      "posterior_exposure_p50": 0.7379,
      "posterior_exposure_p90": 0.9168,
      "posterior_interval_width_80": 0.3577,
      "v5_structural_exposure_p10": 0.5591,
      "v5_structural_exposure": 0.7379,
      "v5_structural_exposure_p90": 0.9168,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0875,
      "v5_demand_fragility": 0.5641,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1015,
      "v5_structural_risk_p10": 0.2269,
      "v5_structural_risk": 0.2995,
      "v5_structural_risk_p90": 0.3721,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0875,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5959,
      "v5_adaptation_capacity": 0.3778,
      "v5_adaptation_buffer": 0.0756,
      "v5_transition_adjusted_risk": 0.2769,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.1119,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0172,
      "delta_vs_live_transition": -0.0398,
      "best_transition": {
        "to_ssoc": "24353",
        "to_title": "Ship charterer",
        "composite": 0.7138,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5248,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5897
      },
      "realization_scalar": 0.399,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21414",
      "title": "Quality control/assurance engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.096,
      "live_risk_band": "low",
      "live_augmentation": 0.2392,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4042,
      "posterior_exposure_p50": 0.5799,
      "posterior_exposure_p90": 0.7556,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.3721,
      "v5_structural_exposure": 0.5478,
      "v5_structural_exposure_p90": 0.7235,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4004,
      "task_mode_copilot_share": 0.3632,
      "task_mode_human_led_share": 0.2364,
      "task_mode_effective_coverage": 0.0446,
      "task_mode_automation_pressure": 0.0251,
      "task_mode_augmentation_upside": 0.009,
      "task_mode_concentration": 0.3584,
      "v5_effective_augmentation": 0.0768,
      "v5_demand_fragility": 0.113,
      "v5_reallocation_capacity": 0.6738,
      "v5_concentration_adjustment": 1.0203,
      "v5_structural_risk_p10": 0.0656,
      "v5_structural_risk": 0.0966,
      "v5_structural_risk_p90": 0.1276,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0937,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6012,
      "v5_adaptation_capacity": 0.4109,
      "v5_adaptation_buffer": 0.0822,
      "v5_transition_adjusted_risk": 0.0887,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.014,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0006,
      "delta_vs_live_transition": -0.0073,
      "best_transition": {
        "to_ssoc": "21413",
        "to_title": "Automation engineer (including robotics engineer)",
        "composite": 0.7464,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5563,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6051
      },
      "realization_scalar": 0.1709,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21494",
      "title": "Quantity surveyor",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1225,
      "live_risk_band": "low",
      "live_augmentation": 0.1039,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3854,
      "posterior_exposure_p50": 0.5498,
      "posterior_exposure_p90": 0.7142,
      "posterior_interval_width_80": 0.3288,
      "v5_structural_exposure_p10": 0.306,
      "v5_structural_exposure": 0.4704,
      "v5_structural_exposure_p90": 0.6348,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3131,
      "task_mode_copilot_share": 0.4408,
      "task_mode_human_led_share": 0.2462,
      "task_mode_effective_coverage": 0.0006,
      "task_mode_automation_pressure": 0.0003,
      "task_mode_augmentation_upside": 0.0001,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.034,
      "v5_demand_fragility": 0.1029,
      "v5_reallocation_capacity": 0.103,
      "v5_concentration_adjustment": 1.0185,
      "v5_structural_risk_p10": 0.0879,
      "v5_structural_risk": 0.1351,
      "v5_structural_risk_p90": 0.1823,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0425,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6055,
      "v5_adaptation_capacity": 0.3264,
      "v5_adaptation_buffer": 0.0653,
      "v5_transition_adjusted_risk": 0.1263,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.022,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0126,
      "delta_vs_live_transition": 0.0038,
      "best_transition": {
        "to_ssoc": "21496",
        "to_title": "Energy engineer",
        "composite": 0.7517,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5618,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6077
      },
      "realization_scalar": 0.1891,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22694",
      "title": "Radiation therapist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0213,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1227,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2601,
      "posterior_exposure_p50": 0.4432,
      "posterior_exposure_p90": 0.6263,
      "posterior_interval_width_80": 0.3662,
      "v5_structural_exposure_p10": 0.1526,
      "v5_structural_exposure": 0.3357,
      "v5_structural_exposure_p90": 0.5188,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0399,
      "v5_demand_fragility": 0.0564,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0102,
      "v5_structural_risk_p10": 0.0126,
      "v5_structural_risk": 0.0277,
      "v5_structural_risk_p90": 0.0428,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0499,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5903,
      "v5_adaptation_capacity": 0.4342,
      "v5_adaptation_buffer": 0.0868,
      "v5_transition_adjusted_risk": 0.0253,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0059,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0064,
      "delta_vs_live_transition": 0.004,
      "best_transition": {
        "to_ssoc": "22693",
        "to_title": "Medical diagnostic radiographer",
        "composite": 0.7343,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5437,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5992
      },
      "realization_scalar": 0.2554,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22200",
      "title": "Registered nurse and other nursing professional (e.g. clinical nurse, nurse educator, excluding enrolled nurse)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0268,
      "live_risk_band": "very_low",
      "live_augmentation": 0.2182,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3579,
      "posterior_exposure_p50": 0.5249,
      "posterior_exposure_p90": 0.692,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.3359,
      "v5_structural_exposure": 0.5029,
      "v5_structural_exposure_p90": 0.67,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2412,
      "task_mode_copilot_share": 0.3122,
      "task_mode_human_led_share": 0.4466,
      "task_mode_effective_coverage": 0.0339,
      "task_mode_automation_pressure": 0.0149,
      "task_mode_augmentation_upside": 0.0111,
      "task_mode_concentration": 0.1487,
      "v5_effective_augmentation": 0.0733,
      "v5_demand_fragility": 0.0595,
      "v5_reallocation_capacity": 0.8682,
      "v5_concentration_adjustment": 1.0107,
      "v5_structural_risk_p10": 0.0214,
      "v5_structural_risk": 0.0321,
      "v5_structural_risk_p90": 0.0427,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0888,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5996,
      "v5_adaptation_capacity": 0.4345,
      "v5_adaptation_buffer": 0.0869,
      "v5_transition_adjusted_risk": 0.0293,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0031,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0053,
      "delta_vs_live_transition": 0.0025,
      "best_transition": {
        "to_ssoc": "22693",
        "to_title": "Medical diagnostic radiographer",
        "composite": 0.6059,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4824,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6016
      },
      "realization_scalar": 0.1177,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24291",
      "title": "Research officer (non-statistical)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2925,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1806,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5255,
      "posterior_exposure_p50": 0.6925,
      "posterior_exposure_p90": 0.8596,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.549,
      "v5_structural_exposure": 0.716,
      "v5_structural_exposure_p90": 0.8831,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3607,
      "task_mode_copilot_share": 0.3793,
      "task_mode_human_led_share": 0.2601,
      "task_mode_effective_coverage": 0.2332,
      "task_mode_automation_pressure": 0.1271,
      "task_mode_augmentation_upside": 0.0514,
      "task_mode_concentration": 0.201,
      "v5_effective_augmentation": 0.0752,
      "v5_demand_fragility": 0.1431,
      "v5_reallocation_capacity": 0.8183,
      "v5_concentration_adjustment": 1.0258,
      "v5_structural_risk_p10": 0.2054,
      "v5_structural_risk": 0.2679,
      "v5_structural_risk_p90": 0.3305,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0812,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6243,
      "v5_adaptation_capacity": 0.4383,
      "v5_adaptation_buffer": 0.0877,
      "v5_transition_adjusted_risk": 0.2444,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0856,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0246,
      "delta_vs_live_transition": -0.0481,
      "best_transition": {
        "to_ssoc": "24211",
        "to_title": "Management consultant",
        "composite": 0.695,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5801,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6465
      },
      "realization_scalar": 0.3771,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24315",
      "title": "Revenue specialist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2224,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2388,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5882,
      "posterior_exposure_p50": 0.7486,
      "posterior_exposure_p90": 0.909,
      "posterior_interval_width_80": 0.3208,
      "v5_structural_exposure_p10": 0.4529,
      "v5_structural_exposure": 0.6133,
      "v5_structural_exposure_p90": 0.7737,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3935,
      "task_mode_copilot_share": 0.3947,
      "task_mode_human_led_share": 0.2119,
      "task_mode_effective_coverage": 0.0299,
      "task_mode_automation_pressure": 0.017,
      "task_mode_augmentation_upside": 0.0058,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0808,
      "v5_demand_fragility": 0.1324,
      "v5_reallocation_capacity": 0.091,
      "v5_concentration_adjustment": 1.0238,
      "v5_structural_risk_p10": 0.1516,
      "v5_structural_risk": 0.2053,
      "v5_structural_risk_p90": 0.259,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0995,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5957,
      "v5_adaptation_capacity": 0.3392,
      "v5_adaptation_buffer": 0.0678,
      "v5_transition_adjusted_risk": 0.1913,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0699,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0171,
      "delta_vs_live_transition": -0.0311,
      "best_transition": {
        "to_ssoc": "24311",
        "to_title": "Creative advertising professional",
        "composite": 0.7154,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.524,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5899
      },
      "realization_scalar": 0.3942,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21475",
      "title": "Rolling stock engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1694,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2239,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4447,
      "posterior_exposure_p50": 0.6118,
      "posterior_exposure_p90": 0.7788,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.441,
      "v5_structural_exposure": 0.6081,
      "v5_structural_exposure_p90": 0.7751,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3532,
      "task_mode_copilot_share": 0.4006,
      "task_mode_human_led_share": 0.2461,
      "task_mode_effective_coverage": 0.0867,
      "task_mode_automation_pressure": 0.0473,
      "task_mode_augmentation_upside": 0.0189,
      "task_mode_concentration": 0.1217,
      "v5_effective_augmentation": 0.0769,
      "v5_demand_fragility": 0.1094,
      "v5_reallocation_capacity": 0.8901,
      "v5_concentration_adjustment": 1.0197,
      "v5_structural_risk_p10": 0.1164,
      "v5_structural_risk": 0.1606,
      "v5_structural_risk_p90": 0.2047,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0914,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5967,
      "v5_adaptation_capacity": 0.4356,
      "v5_adaptation_buffer": 0.0871,
      "v5_transition_adjusted_risk": 0.1466,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.027,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0088,
      "delta_vs_live_transition": -0.0228,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7107,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5239,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5887
      },
      "realization_scalar": 0.2,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24334",
      "title": "Sales professional (institutional sales of financial products)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2692,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2984,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.536,
      "posterior_exposure_p50": 0.7117,
      "posterior_exposure_p90": 0.8873,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.5591,
      "v5_structural_exposure": 0.7348,
      "v5_structural_exposure_p90": 0.9104,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3117,
      "task_mode_copilot_share": 0.3379,
      "task_mode_human_led_share": 0.3504,
      "task_mode_effective_coverage": 0.2721,
      "task_mode_automation_pressure": 0.1346,
      "task_mode_augmentation_upside": 0.0725,
      "task_mode_concentration": 0.0902,
      "v5_effective_augmentation": 0.1369,
      "v5_demand_fragility": 0.1284,
      "v5_reallocation_capacity": 0.9191,
      "v5_concentration_adjustment": 1.0231,
      "v5_structural_risk_p10": 0.1895,
      "v5_structural_risk": 0.249,
      "v5_structural_risk_p90": 0.3085,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.153,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5669,
      "v5_adaptation_capacity": 0.4504,
      "v5_adaptation_buffer": 0.0901,
      "v5_transition_adjusted_risk": 0.2266,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0275,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": -0.0202,
      "delta_vs_live_transition": -0.0426,
      "best_transition": {
        "to_ssoc": "24333",
        "to_title": "ICT sales and services professional",
        "composite": 0.7183,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5247,
        "wage_preservation": 0.88,
        "training_ease": 0,
        "empirical_priority": 0.5716
      },
      "realization_scalar": 0.1313,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26374",
      "title": "School counsellor",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0515,
      "live_risk_band": "low",
      "live_augmentation": 0.2259,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4079,
      "posterior_exposure_p50": 0.5865,
      "posterior_exposure_p90": 0.7652,
      "posterior_interval_width_80": 0.3573,
      "v5_structural_exposure_p10": 0.3821,
      "v5_structural_exposure": 0.5607,
      "v5_structural_exposure_p90": 0.7394,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3701,
      "task_mode_copilot_share": 0.4192,
      "task_mode_human_led_share": 0.2107,
      "task_mode_effective_coverage": 0.0508,
      "task_mode_automation_pressure": 0.0286,
      "task_mode_augmentation_upside": 0.0103,
      "task_mode_concentration": 0.6073,
      "v5_effective_augmentation": 0.0752,
      "v5_demand_fragility": 0.1379,
      "v5_reallocation_capacity": 0.4501,
      "v5_concentration_adjustment": 1.0248,
      "v5_structural_risk_p10": 0.0368,
      "v5_structural_risk": 0.054,
      "v5_structural_risk_p90": 0.0713,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0914,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5904,
      "v5_adaptation_capacity": 0.3777,
      "v5_adaptation_buffer": 0.0755,
      "v5_transition_adjusted_risk": 0.05,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0161,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0025,
      "delta_vs_live_transition": -0.0015,
      "best_transition": {
        "to_ssoc": "26375",
        "to_title": "Career coach (counselling)",
        "composite": 0.7106,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5196,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5877
      },
      "realization_scalar": 0.3481,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26412",
      "title": "Script writer and editor",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.594,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0652,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5691,
      "posterior_exposure_p50": 0.7447,
      "posterior_exposure_p90": 0.9204,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.5469,
      "v5_structural_exposure": 0.7225,
      "v5_structural_exposure_p90": 0.8982,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2878,
      "task_mode_copilot_share": 0.3741,
      "task_mode_human_led_share": 0.3381,
      "task_mode_effective_coverage": 0.1518,
      "task_mode_automation_pressure": 0.0747,
      "task_mode_augmentation_upside": 0.041,
      "task_mode_concentration": 0.1647,
      "v5_effective_augmentation": 0.059,
      "v5_demand_fragility": 0.1337,
      "v5_reallocation_capacity": 0.8529,
      "v5_concentration_adjustment": 1.0241,
      "v5_structural_risk_p10": 0.3907,
      "v5_structural_risk": 0.5161,
      "v5_structural_risk_p90": 0.6416,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0635,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.64,
      "v5_adaptation_capacity": 0.4428,
      "v5_adaptation_buffer": 0.0886,
      "v5_transition_adjusted_risk": 0.4704,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1683,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0779,
      "delta_vs_live_transition": -0.1236,
      "best_transition": {
        "to_ssoc": "26422",
        "to_title": "Editor (news and periodicals)",
        "composite": 0.7934,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.6212,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6319
      },
      "realization_scalar": 0.386,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24151",
      "title": "Securities and finance broker",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3632,
      "live_risk_band": "high",
      "live_augmentation": 0.185,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5404,
      "posterior_exposure_p50": 0.719,
      "posterior_exposure_p90": 0.8976,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.4744,
      "v5_structural_exposure": 0.653,
      "v5_structural_exposure_p90": 0.8316,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3687,
      "task_mode_copilot_share": 0.3552,
      "task_mode_human_led_share": 0.2761,
      "task_mode_effective_coverage": 0.0703,
      "task_mode_automation_pressure": 0.0379,
      "task_mode_augmentation_upside": 0.0157,
      "task_mode_concentration": 0.0795,
      "v5_effective_augmentation": 0.0791,
      "v5_demand_fragility": 0.1164,
      "v5_reallocation_capacity": 0.928,
      "v5_concentration_adjustment": 1.021,
      "v5_structural_risk_p10": 0.2376,
      "v5_structural_risk": 0.327,
      "v5_structural_risk_p90": 0.4165,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0949,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6191,
      "v5_adaptation_capacity": 0.4497,
      "v5_adaptation_buffer": 0.0899,
      "v5_transition_adjusted_risk": 0.2976,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0985,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0362,
      "delta_vs_live_transition": -0.0656,
      "best_transition": {
        "to_ssoc": "24154",
        "to_title": "Commodities and freight derivatives broker",
        "composite": 0.7615,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5721,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6125
      },
      "realization_scalar": 0.3585,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24141",
      "title": "Securities and finance dealer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.256,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1521,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5171,
      "posterior_exposure_p50": 0.6957,
      "posterior_exposure_p90": 0.8743,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.296,
      "v5_structural_exposure": 0.4746,
      "v5_structural_exposure_p90": 0.6532,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0554,
      "v5_demand_fragility": 0.1128,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0203,
      "v5_structural_risk_p10": 0.1371,
      "v5_structural_risk": 0.2197,
      "v5_structural_risk_p90": 0.3024,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0693,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6024,
      "v5_adaptation_capacity": 0.4425,
      "v5_adaptation_buffer": 0.0885,
      "v5_transition_adjusted_risk": 0.2003,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0698,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0363,
      "delta_vs_live_transition": -0.0557,
      "best_transition": {
        "to_ssoc": "24142",
        "to_title": "Foreign exchange dealer",
        "composite": 0.7521,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5625,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6079
      },
      "realization_scalar": 0.3778,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25243",
      "title": "Security operations specialist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4249,
      "live_risk_band": "high",
      "live_augmentation": 0.1471,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5401,
      "posterior_exposure_p50": 0.7267,
      "posterior_exposure_p90": 0.9133,
      "posterior_interval_width_80": 0.3732,
      "v5_structural_exposure_p10": 0.4965,
      "v5_structural_exposure": 0.6831,
      "v5_structural_exposure_p90": 0.8697,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3092,
      "task_mode_copilot_share": 0.4446,
      "task_mode_human_led_share": 0.2462,
      "task_mode_effective_coverage": 0.0909,
      "task_mode_automation_pressure": 0.0482,
      "task_mode_augmentation_upside": 0.0211,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.071,
      "v5_demand_fragility": 0.08,
      "v5_reallocation_capacity": 0.3944,
      "v5_concentration_adjustment": 1.0144,
      "v5_structural_risk_p10": 0.2757,
      "v5_structural_risk": 0.3794,
      "v5_structural_risk_p90": 0.483,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0835,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.628,
      "v5_adaptation_capacity": 0.3895,
      "v5_adaptation_buffer": 0.0779,
      "v5_transition_adjusted_risk": 0.3498,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0766,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0455,
      "delta_vs_live_transition": -0.0751,
      "best_transition": {
        "to_ssoc": "13302",
        "to_title": "Software and applications manager",
        "composite": 0.7002,
        "observed_transition_rate": null,
        "destination_quality": 0.5971,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6326
      },
      "realization_scalar": 0.239,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21523",
      "title": "Semi-conductor engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2638,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1723,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4632,
      "posterior_exposure_p50": 0.6276,
      "posterior_exposure_p90": 0.7919,
      "posterior_interval_width_80": 0.3287,
      "v5_structural_exposure_p10": 0.4528,
      "v5_structural_exposure": 0.6172,
      "v5_structural_exposure_p90": 0.7815,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3532,
      "task_mode_copilot_share": 0.4006,
      "task_mode_human_led_share": 0.2461,
      "task_mode_effective_coverage": 0.0867,
      "task_mode_automation_pressure": 0.0473,
      "task_mode_augmentation_upside": 0.0189,
      "task_mode_concentration": 0.1217,
      "v5_effective_augmentation": 0.0654,
      "v5_demand_fragility": 0.1094,
      "v5_reallocation_capacity": 0.8901,
      "v5_concentration_adjustment": 1.0197,
      "v5_structural_risk_p10": 0.1836,
      "v5_structural_risk": 0.2502,
      "v5_structural_risk_p90": 0.3168,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.077,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6162,
      "v5_adaptation_capacity": 0.4395,
      "v5_adaptation_buffer": 0.0879,
      "v5_transition_adjusted_risk": 0.2282,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0679,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0136,
      "delta_vs_live_transition": -0.0356,
      "best_transition": {
        "to_ssoc": "21525",
        "to_title": "Instrumentation engineer",
        "composite": 0.7492,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.56,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6066
      },
      "realization_scalar": 0.3226,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21670",
      "title": "Service designer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.316,
      "live_risk_band": "high",
      "live_augmentation": 0.1454,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4899,
      "posterior_exposure_p50": 0.653,
      "posterior_exposure_p90": 0.8161,
      "posterior_interval_width_80": 0.3262,
      "v5_structural_exposure_p10": 0.4341,
      "v5_structural_exposure": 0.5972,
      "v5_structural_exposure_p90": 0.7603,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3316,
      "task_mode_copilot_share": 0.3772,
      "task_mode_human_led_share": 0.2912,
      "task_mode_effective_coverage": 0.0517,
      "task_mode_automation_pressure": 0.027,
      "task_mode_augmentation_upside": 0.0124,
      "task_mode_concentration": 0.7348,
      "v5_effective_augmentation": 0.0591,
      "v5_demand_fragility": 0.1269,
      "v5_reallocation_capacity": 0.3389,
      "v5_concentration_adjustment": 1.0228,
      "v5_structural_risk_p10": 0.2211,
      "v5_structural_risk": 0.3042,
      "v5_structural_risk_p90": 0.3873,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0708,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5461,
      "v5_adaptation_capacity": 0.3378,
      "v5_adaptation_buffer": 0.0676,
      "v5_transition_adjusted_risk": 0.2837,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0874,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0118,
      "delta_vs_live_transition": -0.0323,
      "best_transition": {
        "to_ssoc": "21664",
        "to_title": "Interaction designer",
        "composite": 0.6637,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4703,
        "wage_preservation": 0.9212,
        "training_ease": 0,
        "empirical_priority": 0.552
      },
      "realization_scalar": 0.3329,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24362",
      "title": "Ship broker (e.g. charter or sales & purchase)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3264,
      "live_risk_band": "high",
      "live_augmentation": 0.2222,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5687,
      "posterior_exposure_p50": 0.7317,
      "posterior_exposure_p90": 0.8948,
      "posterior_interval_width_80": 0.3261,
      "v5_structural_exposure_p10": 0.4954,
      "v5_structural_exposure": 0.6584,
      "v5_structural_exposure_p90": 0.8215,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3547,
      "task_mode_copilot_share": 0.3475,
      "task_mode_human_led_share": 0.2978,
      "task_mode_effective_coverage": 0.0694,
      "task_mode_automation_pressure": 0.0366,
      "task_mode_augmentation_upside": 0.0163,
      "task_mode_concentration": 0.0796,
      "v5_effective_augmentation": 0.1021,
      "v5_demand_fragility": 0.1164,
      "v5_reallocation_capacity": 0.9281,
      "v5_concentration_adjustment": 1.0209,
      "v5_structural_risk_p10": 0.2201,
      "v5_structural_risk": 0.2925,
      "v5_structural_risk_p90": 0.3649,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1235,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5754,
      "v5_adaptation_capacity": 0.4401,
      "v5_adaptation_buffer": 0.088,
      "v5_transition_adjusted_risk": 0.2667,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0686,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0339,
      "delta_vs_live_transition": -0.0597,
      "best_transition": {
        "to_ssoc": "24334",
        "to_title": "Sales professional (institutional sales of financial products)",
        "composite": 0.6953,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5054,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5806
      },
      "realization_scalar": 0.2786,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24353",
      "title": "Ship charterer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2554,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1834,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.552,
      "posterior_exposure_p50": 0.7151,
      "posterior_exposure_p90": 0.8781,
      "posterior_interval_width_80": 0.3261,
      "v5_structural_exposure_p10": 0.3234,
      "v5_structural_exposure": 0.4865,
      "v5_structural_exposure_p90": 0.6495,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0658,
      "v5_demand_fragility": 0.1128,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0203,
      "v5_structural_risk_p10": 0.1417,
      "v5_structural_risk": 0.2131,
      "v5_structural_risk_p90": 0.2845,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0822,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6073,
      "v5_adaptation_capacity": 0.4481,
      "v5_adaptation_buffer": 0.0896,
      "v5_transition_adjusted_risk": 0.194,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.072,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0423,
      "delta_vs_live_transition": -0.0614,
      "best_transition": {
        "to_ssoc": "24351",
        "to_title": "Commodities trader (excluding oil and bunker)",
        "composite": 0.7509,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5609,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6073
      },
      "realization_scalar": 0.4025,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26322",
      "title": "Social science researcher",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.066,
      "live_risk_band": "low",
      "live_augmentation": 0.3203,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4819,
      "posterior_exposure_p50": 0.6462,
      "posterior_exposure_p90": 0.8105,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.5368,
      "v5_structural_exposure": 0.7011,
      "v5_structural_exposure_p90": 0.8654,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3216,
      "task_mode_copilot_share": 0.4193,
      "task_mode_human_led_share": 0.259,
      "task_mode_effective_coverage": 0.3107,
      "task_mode_automation_pressure": 0.1648,
      "task_mode_augmentation_upside": 0.0721,
      "task_mode_concentration": 0.1149,
      "v5_effective_augmentation": 0.1225,
      "v5_demand_fragility": 0.1407,
      "v5_reallocation_capacity": 0.8968,
      "v5_concentration_adjustment": 1.0253,
      "v5_structural_risk_p10": 0.0489,
      "v5_structural_risk": 0.0639,
      "v5_structural_risk_p90": 0.0789,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1351,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5888,
      "v5_adaptation_capacity": 0.4511,
      "v5_adaptation_buffer": 0.0902,
      "v5_transition_adjusted_risk": 0.0581,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0189,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": -0.0021,
      "delta_vs_live_transition": -0.0079,
      "best_transition": {
        "to_ssoc": "26343",
        "to_title": "Industrial and organisational psychologist",
        "composite": 0.6429,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5206,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6197
      },
      "realization_scalar": 0.35,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26351",
      "title": "Social worker (general)",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0447,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1571,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.2992,
      "posterior_exposure_p50": 0.4758,
      "posterior_exposure_p90": 0.6525,
      "posterior_interval_width_80": 0.3533,
      "v5_structural_exposure_p10": 0.2992,
      "v5_structural_exposure": 0.4758,
      "v5_structural_exposure_p90": 0.6525,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0784,
      "v5_demand_fragility": 0.5897,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1061,
      "v5_structural_risk_p10": 0.0386,
      "v5_structural_risk": 0.0614,
      "v5_structural_risk_p90": 0.0842,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0784,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5876,
      "v5_adaptation_capacity": 0.3695,
      "v5_adaptation_buffer": 0.0739,
      "v5_transition_adjusted_risk": 0.0568,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0097,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0167,
      "delta_vs_live_transition": 0.0121,
      "best_transition": {
        "to_ssoc": "26361",
        "to_title": "Minister of religion",
        "composite": 0.6494,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5275,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6229
      },
      "realization_scalar": 0.167,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25121",
      "title": "Software developer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.4917,
      "live_risk_band": "high",
      "live_augmentation": 0.1355,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.5794,
      "posterior_exposure_p50": 0.7496,
      "posterior_exposure_p90": 0.9197,
      "posterior_interval_width_80": 0.3403,
      "v5_structural_exposure_p10": 0.5794,
      "v5_structural_exposure": 0.7496,
      "v5_structural_exposure_p90": 0.9197,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.1082,
      "v5_demand_fragility": 0.2051,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0369,
      "v5_structural_risk_p10": 0.3442,
      "v5_structural_risk": 0.4453,
      "v5_structural_risk_p90": 0.5463,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.1082,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6319,
      "v5_adaptation_capacity": 0.4176,
      "v5_adaptation_buffer": 0.0835,
      "v5_transition_adjusted_risk": 0.4081,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0407,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0464,
      "delta_vs_live_transition": -0.0836,
      "best_transition": {
        "to_ssoc": "13302",
        "to_title": "Software and applications manager",
        "composite": 0.7202,
        "observed_transition_rate": null,
        "destination_quality": 0.6206,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6462
      },
      "realization_scalar": 0.106,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22662",
      "title": "Speech therapist",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.072,
      "live_risk_band": "low",
      "live_augmentation": 0.1167,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3038,
      "posterior_exposure_p50": 0.4795,
      "posterior_exposure_p90": 0.6552,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.2698,
      "v5_structural_exposure": 0.4455,
      "v5_structural_exposure_p90": 0.6212,
      "task_mode_blend_weight": 0.4335,
      "task_mode_matched_task_weight_share": 0.9669,
      "task_mode_delegable_share": 0.2762,
      "task_mode_copilot_share": 0.3143,
      "task_mode_human_led_share": 0.4095,
      "task_mode_effective_coverage": 0.0147,
      "task_mode_automation_pressure": 0.0068,
      "task_mode_augmentation_upside": 0.0044,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.041,
      "v5_demand_fragility": 0.0657,
      "v5_reallocation_capacity": 0.1086,
      "v5_concentration_adjustment": 1.0118,
      "v5_structural_risk_p10": 0.0538,
      "v5_structural_risk": 0.0889,
      "v5_structural_risk_p90": 0.124,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0502,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.589,
      "v5_adaptation_capacity": 0.3237,
      "v5_adaptation_buffer": 0.0647,
      "v5_transition_adjusted_risk": 0.0832,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0208,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0169,
      "delta_vs_live_transition": 0.0112,
      "best_transition": {
        "to_ssoc": "22661",
        "to_title": "Audiologist",
        "composite": 0.6959,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5037,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5803
      },
      "realization_scalar": 0.2736,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21231",
      "title": "Statistical officer/Data analyst",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5609,
      "live_risk_band": "very_high",
      "live_augmentation": 0.1,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6237,
      "posterior_exposure_p50": 0.7867,
      "posterior_exposure_p90": 0.9498,
      "posterior_interval_width_80": 0.3261,
      "v5_structural_exposure_p10": 0.5417,
      "v5_structural_exposure": 0.7047,
      "v5_structural_exposure_p90": 0.8678,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3532,
      "task_mode_copilot_share": 0.4006,
      "task_mode_human_led_share": 0.2461,
      "task_mode_effective_coverage": 0.0867,
      "task_mode_automation_pressure": 0.0473,
      "task_mode_augmentation_upside": 0.0189,
      "task_mode_concentration": 0.1217,
      "v5_effective_augmentation": 0.0579,
      "v5_demand_fragility": 0.1094,
      "v5_reallocation_capacity": 0.8901,
      "v5_concentration_adjustment": 1.0197,
      "v5_structural_risk_p10": 0.3535,
      "v5_structural_risk": 0.4598,
      "v5_structural_risk_p90": 0.5663,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0677,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6438,
      "v5_adaptation_capacity": 0.4483,
      "v5_adaptation_buffer": 0.0897,
      "v5_transition_adjusted_risk": 0.4186,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1383,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.1011,
      "delta_vs_live_transition": -0.1423,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.8252,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.6582,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6485
      },
      "realization_scalar": 0.3585,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21221",
      "title": "Statistician",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5987,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0758,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6038,
      "posterior_exposure_p50": 0.7668,
      "posterior_exposure_p90": 0.9299,
      "posterior_interval_width_80": 0.3261,
      "v5_structural_exposure_p10": 0.5704,
      "v5_structural_exposure": 0.7334,
      "v5_structural_exposure_p90": 0.8965,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3501,
      "task_mode_copilot_share": 0.4,
      "task_mode_human_led_share": 0.2499,
      "task_mode_effective_coverage": 0.1415,
      "task_mode_automation_pressure": 0.0767,
      "task_mode_augmentation_upside": 0.0312,
      "task_mode_concentration": 0.114,
      "v5_effective_augmentation": 0.0481,
      "v5_demand_fragility": 0.1129,
      "v5_reallocation_capacity": 0.8971,
      "v5_concentration_adjustment": 1.0203,
      "v5_structural_risk_p10": 0.3952,
      "v5_structural_risk": 0.5081,
      "v5_structural_risk_p90": 0.6211,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0523,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.671,
      "v5_adaptation_capacity": 0.4572,
      "v5_adaptation_buffer": 0.0914,
      "v5_transition_adjusted_risk": 0.4617,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1458,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0906,
      "delta_vs_live_transition": -0.137,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7952,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.699,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6991
      },
      "realization_scalar": 0.3423,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25111",
      "title": "Systems designer/analyst",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3819,
      "live_risk_band": "high",
      "live_augmentation": 0.1779,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5579,
      "posterior_exposure_p50": 0.725,
      "posterior_exposure_p90": 0.8921,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.552,
      "v5_structural_exposure": 0.7191,
      "v5_structural_exposure_p90": 0.8862,
      "task_mode_blend_weight": 0.4399,
      "task_mode_matched_task_weight_share": 0.9798,
      "task_mode_delegable_share": 0.3078,
      "task_mode_copilot_share": 0.3973,
      "task_mode_human_led_share": 0.2949,
      "task_mode_effective_coverage": 0.1805,
      "task_mode_automation_pressure": 0.0928,
      "task_mode_augmentation_upside": 0.0449,
      "task_mode_concentration": 0.0869,
      "v5_effective_augmentation": 0.0778,
      "v5_demand_fragility": 0.051,
      "v5_reallocation_capacity": 0.9221,
      "v5_concentration_adjustment": 1.0092,
      "v5_structural_risk_p10": 0.2573,
      "v5_structural_risk": 0.3351,
      "v5_structural_risk_p90": 0.413,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.086,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5986,
      "v5_adaptation_capacity": 0.4443,
      "v5_adaptation_buffer": 0.0889,
      "v5_transition_adjusted_risk": 0.3054,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0963,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0468,
      "delta_vs_live_transition": -0.0765,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7145,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5363,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5926
      },
      "realization_scalar": 0.3463,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24113",
      "title": "Tax accountant",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4462,
      "live_risk_band": "high",
      "live_augmentation": 0.1994,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6058,
      "posterior_exposure_p50": 0.7662,
      "posterior_exposure_p90": 0.9265,
      "posterior_interval_width_80": 0.3207,
      "v5_structural_exposure_p10": 0.5835,
      "v5_structural_exposure": 0.7439,
      "v5_structural_exposure_p90": 0.9042,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.37,
      "task_mode_copilot_share": 0.362,
      "task_mode_human_led_share": 0.2679,
      "task_mode_effective_coverage": 0.1967,
      "task_mode_automation_pressure": 0.1069,
      "task_mode_augmentation_upside": 0.0433,
      "task_mode_concentration": 0.1526,
      "v5_effective_augmentation": 0.1136,
      "v5_demand_fragility": 0.1323,
      "v5_reallocation_capacity": 0.8618,
      "v5_concentration_adjustment": 1.0238,
      "v5_structural_risk_p10": 0.3063,
      "v5_structural_risk": 0.3905,
      "v5_structural_risk_p90": 0.4746,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.1312,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5941,
      "v5_adaptation_capacity": 0.4448,
      "v5_adaptation_buffer": 0.089,
      "v5_transition_adjusted_risk": 0.3557,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.054,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0557,
      "delta_vs_live_transition": -0.0905,
      "best_transition": {
        "to_ssoc": "24135",
        "to_title": "Financial product structurer",
        "composite": 0.7171,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5265,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5909
      },
      "realization_scalar": 0.1639,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "23103",
      "title": "Teaching assistant/Tutor in university",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0852,
      "live_risk_band": "low",
      "live_augmentation": 0.1605,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4364,
      "posterior_exposure_p50": 0.6121,
      "posterior_exposure_p90": 0.7878,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.4248,
      "v5_structural_exposure": 0.6005,
      "v5_structural_exposure_p90": 0.7762,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2797,
      "task_mode_copilot_share": 0.379,
      "task_mode_human_led_share": 0.3413,
      "task_mode_effective_coverage": 0.08,
      "task_mode_automation_pressure": 0.0389,
      "task_mode_augmentation_upside": 0.0219,
      "task_mode_concentration": 0.5123,
      "v5_effective_augmentation": 0.0584,
      "v5_demand_fragility": 0.0719,
      "v5_reallocation_capacity": 0.543,
      "v5_concentration_adjustment": 1.0129,
      "v5_structural_risk_p10": 0.0634,
      "v5_structural_risk": 0.0896,
      "v5_structural_risk_p90": 0.1158,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0675,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5763,
      "v5_adaptation_capacity": 0.3793,
      "v5_adaptation_buffer": 0.0759,
      "v5_transition_adjusted_risk": 0.0828,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0191,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0044,
      "delta_vs_live_transition": -0.0024,
      "best_transition": {
        "to_ssoc": "23101",
        "to_title": "University lecturer",
        "composite": 0.7279,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5372,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5961
      },
      "realization_scalar": 0.2525,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24331",
      "title": "Technical sales professional",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2839,
      "live_risk_band": "moderate",
      "live_augmentation": 0.2301,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5352,
      "posterior_exposure_p50": 0.7109,
      "posterior_exposure_p90": 0.8865,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.546,
      "v5_structural_exposure": 0.7217,
      "v5_structural_exposure_p90": 0.8973,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3326,
      "task_mode_copilot_share": 0.3356,
      "task_mode_human_led_share": 0.3318,
      "task_mode_effective_coverage": 0.218,
      "task_mode_automation_pressure": 0.1108,
      "task_mode_augmentation_upside": 0.0552,
      "task_mode_concentration": 0.0746,
      "v5_effective_augmentation": 0.1053,
      "v5_demand_fragility": 0.1232,
      "v5_reallocation_capacity": 0.9328,
      "v5_concentration_adjustment": 1.0222,
      "v5_structural_risk_p10": 0.1967,
      "v5_structural_risk": 0.26,
      "v5_structural_risk_p90": 0.3233,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1178,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6113,
      "v5_adaptation_capacity": 0.4582,
      "v5_adaptation_buffer": 0.0916,
      "v5_transition_adjusted_risk": 0.2362,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.027,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0239,
      "delta_vs_live_transition": -0.0477,
      "best_transition": {
        "to_ssoc": "24334",
        "to_title": "Sales professional (institutional sales of financial products)",
        "composite": 0.7425,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5528,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6033
      },
      "realization_scalar": 0.1236,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26414",
      "title": "Technical writer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.6044,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0658,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5705,
      "posterior_exposure_p50": 0.7462,
      "posterior_exposure_p90": 0.9218,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.579,
      "v5_structural_exposure": 0.7547,
      "v5_structural_exposure_p90": 0.9303,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3329,
      "task_mode_copilot_share": 0.3894,
      "task_mode_human_led_share": 0.2777,
      "task_mode_effective_coverage": 0.2742,
      "task_mode_automation_pressure": 0.1444,
      "task_mode_augmentation_upside": 0.0644,
      "task_mode_concentration": 0.1758,
      "v5_effective_augmentation": 0.0669,
      "v5_demand_fragility": 0.1488,
      "v5_reallocation_capacity": 0.8418,
      "v5_concentration_adjustment": 1.0268,
      "v5_structural_risk_p10": 0.4153,
      "v5_structural_risk": 0.5414,
      "v5_structural_risk_p90": 0.6673,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0675,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6395,
      "v5_adaptation_capacity": 0.4448,
      "v5_adaptation_buffer": 0.089,
      "v5_transition_adjusted_risk": 0.4932,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.177,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.063,
      "delta_vs_live_transition": -0.1112,
      "best_transition": {
        "to_ssoc": "26422",
        "to_title": "Editor (news and periodicals)",
        "composite": 0.7965,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.6248,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6336
      },
      "realization_scalar": 0.3859,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "23300",
      "title": "Technical/Vocational/Commercial education institute teacher and trainer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0437,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1362,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3576,
      "posterior_exposure_p50": 0.5332,
      "posterior_exposure_p90": 0.7089,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.4017,
      "v5_structural_exposure": 0.5773,
      "v5_structural_exposure_p90": 0.753,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2312,
      "task_mode_copilot_share": 0.3628,
      "task_mode_human_led_share": 0.406,
      "task_mode_effective_coverage": 0.1013,
      "task_mode_automation_pressure": 0.0455,
      "task_mode_augmentation_upside": 0.0319,
      "task_mode_concentration": 0.3346,
      "v5_effective_augmentation": 0.0533,
      "v5_demand_fragility": 0.067,
      "v5_reallocation_capacity": 0.704,
      "v5_concentration_adjustment": 1.0121,
      "v5_structural_risk_p10": 0.0351,
      "v5_structural_risk": 0.0504,
      "v5_structural_risk_p90": 0.0657,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0587,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5597,
      "v5_adaptation_capacity": 0.3908,
      "v5_adaptation_buffer": 0.0782,
      "v5_transition_adjusted_risk": 0.0465,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0107,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0067,
      "delta_vs_live_transition": 0.0028,
      "best_transition": {
        "to_ssoc": "23101",
        "to_title": "University lecturer",
        "composite": 0.597,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4729,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5972
      },
      "realization_scalar": 0.2529,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21532",
      "title": "Telecommunications engineer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5286,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0763,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.547,
      "posterior_exposure_p50": 0.7113,
      "posterior_exposure_p90": 0.8756,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.5349,
      "v5_structural_exposure": 0.6992,
      "v5_structural_exposure_p90": 0.8635,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3683,
      "task_mode_copilot_share": 0.3715,
      "task_mode_human_led_share": 0.2601,
      "task_mode_effective_coverage": 0.1282,
      "task_mode_automation_pressure": 0.07,
      "task_mode_augmentation_upside": 0.028,
      "task_mode_concentration": 0.0852,
      "v5_effective_augmentation": 0.0484,
      "v5_demand_fragility": 0.1096,
      "v5_reallocation_capacity": 0.9229,
      "v5_concentration_adjustment": 1.0197,
      "v5_structural_risk_p10": 0.3631,
      "v5_structural_risk": 0.4746,
      "v5_structural_risk_p90": 0.5861,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0535,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6484,
      "v5_adaptation_capacity": 0.451,
      "v5_adaptation_buffer": 0.0902,
      "v5_transition_adjusted_risk": 0.4318,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1434,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.054,
      "delta_vs_live_transition": -0.0968,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.8185,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.6504,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.645
      },
      "realization_scalar": 0.3602,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24361",
      "title": "Trade broker",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3333,
      "live_risk_band": "high",
      "live_augmentation": 0.2265,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5703,
      "posterior_exposure_p50": 0.7334,
      "posterior_exposure_p90": 0.8964,
      "posterior_interval_width_80": 0.3261,
      "v5_structural_exposure_p10": 0.4983,
      "v5_structural_exposure": 0.6614,
      "v5_structural_exposure_p90": 0.8244,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3687,
      "task_mode_copilot_share": 0.3552,
      "task_mode_human_led_share": 0.2761,
      "task_mode_effective_coverage": 0.0703,
      "task_mode_automation_pressure": 0.0379,
      "task_mode_augmentation_upside": 0.0157,
      "task_mode_concentration": 0.0795,
      "v5_effective_augmentation": 0.0876,
      "v5_demand_fragility": 0.1164,
      "v5_reallocation_capacity": 0.928,
      "v5_concentration_adjustment": 1.021,
      "v5_structural_risk_p10": 0.2215,
      "v5_structural_risk": 0.2939,
      "v5_structural_risk_p90": 0.3664,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1056,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5896,
      "v5_adaptation_capacity": 0.4407,
      "v5_adaptation_buffer": 0.0881,
      "v5_transition_adjusted_risk": 0.268,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.099,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0394,
      "delta_vs_live_transition": -0.0653,
      "best_transition": {
        "to_ssoc": "24352",
        "to_title": "Oil and bunker trader",
        "composite": 0.7088,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5201,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5874
      },
      "realization_scalar": 0.4001,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22301",
      "title": "Traditional Chinese medicine practitioner",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0014,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1784,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.2892,
      "posterior_exposure_p50": 0.4524,
      "posterior_exposure_p90": 0.6157,
      "posterior_interval_width_80": 0.3265,
      "v5_structural_exposure_p10": 0.2892,
      "v5_structural_exposure": 0.4524,
      "v5_structural_exposure_p90": 0.6157,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0863,
      "v5_demand_fragility": 0.2821,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0508,
      "v5_structural_risk_p10": 0.0013,
      "v5_structural_risk": 0.002,
      "v5_structural_risk_p90": 0.0028,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0863,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5578,
      "v5_adaptation_capacity": 0.3722,
      "v5_adaptation_buffer": 0.0744,
      "v5_transition_adjusted_risk": 0.0019,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0005,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0006,
      "delta_vs_live_transition": 0.0005,
      "best_transition": {
        "to_ssoc": "22693",
        "to_title": "Medical diagnostic radiographer",
        "composite": 0.6339,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4392,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.55
      },
      "realization_scalar": 0.266,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24240",
      "title": "Training and staff development professional",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4242,
      "live_risk_band": "high",
      "live_augmentation": 0.1239,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5328,
      "posterior_exposure_p50": 0.6971,
      "posterior_exposure_p90": 0.8614,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.5489,
      "v5_structural_exposure": 0.7132,
      "v5_structural_exposure_p90": 0.8775,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2327,
      "task_mode_copilot_share": 0.4045,
      "task_mode_human_led_share": 0.3627,
      "task_mode_effective_coverage": 0.2209,
      "task_mode_automation_pressure": 0.1025,
      "task_mode_augmentation_upside": 0.0659,
      "task_mode_concentration": 0.2546,
      "v5_effective_augmentation": 0.0671,
      "v5_demand_fragility": 0.1474,
      "v5_reallocation_capacity": 0.7747,
      "v5_concentration_adjustment": 1.0265,
      "v5_structural_risk_p10": 0.2979,
      "v5_structural_risk": 0.3871,
      "v5_structural_risk_p90": 0.4762,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0674,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6459,
      "v5_adaptation_capacity": 0.4399,
      "v5_adaptation_buffer": 0.088,
      "v5_transition_adjusted_risk": 0.353,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1267,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0371,
      "delta_vs_live_transition": -0.0712,
      "best_transition": {
        "to_ssoc": "24211",
        "to_title": "Management consultant",
        "composite": 0.7346,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.6265,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6671
      },
      "realization_scalar": 0.386,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "26431",
      "title": "Translator",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4402,
      "live_risk_band": "high",
      "live_augmentation": 0.1564,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6134,
      "posterior_exposure_p50": 0.7777,
      "posterior_exposure_p90": 0.942,
      "posterior_interval_width_80": 0.3286,
      "v5_structural_exposure_p10": 0.5693,
      "v5_structural_exposure": 0.7336,
      "v5_structural_exposure_p90": 0.8979,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3701,
      "task_mode_copilot_share": 0.3488,
      "task_mode_human_led_share": 0.2811,
      "task_mode_effective_coverage": 0.126,
      "task_mode_automation_pressure": 0.068,
      "task_mode_augmentation_upside": 0.0282,
      "task_mode_concentration": 0.2958,
      "v5_effective_augmentation": 0.0733,
      "v5_demand_fragility": 0.1421,
      "v5_reallocation_capacity": 0.7321,
      "v5_concentration_adjustment": 1.0256,
      "v5_structural_risk_p10": 0.2985,
      "v5_structural_risk": 0.3847,
      "v5_structural_risk_p90": 0.4709,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0846,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6339,
      "v5_adaptation_capacity": 0.4304,
      "v5_adaptation_buffer": 0.0861,
      "v5_transition_adjusted_risk": 0.3516,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1221,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0555,
      "delta_vs_live_transition": -0.0886,
      "best_transition": {
        "to_ssoc": "26361",
        "to_title": "Minister of religion",
        "composite": 0.728,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.6251,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6652
      },
      "realization_scalar": 0.374,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "24134",
      "title": "Treasury manager",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4157,
      "live_risk_band": "high",
      "live_augmentation": 0.158,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.581,
      "posterior_exposure_p50": 0.7567,
      "posterior_exposure_p90": 0.9324,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.5211,
      "v5_structural_exposure": 0.6968,
      "v5_structural_exposure_p90": 0.8725,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0727,
      "v5_demand_fragility": 0.1511,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0272,
      "v5_structural_risk_p10": 0.2847,
      "v5_structural_risk": 0.3807,
      "v5_structural_risk_p90": 0.4767,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0854,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6126,
      "v5_adaptation_capacity": 0.3803,
      "v5_adaptation_buffer": 0.0761,
      "v5_transition_adjusted_risk": 0.3518,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.061,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.035,
      "delta_vs_live_transition": -0.0639,
      "best_transition": {
        "to_ssoc": "24122",
        "to_title": "Business valuer",
        "composite": 0.7523,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.5698,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6098
      },
      "realization_scalar": 0.1865,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "23101",
      "title": "University lecturer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0821,
      "live_risk_band": "low",
      "live_augmentation": 0.3019,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.4356,
      "posterior_exposure_p50": 0.6145,
      "posterior_exposure_p90": 0.7933,
      "posterior_interval_width_80": 0.3577,
      "v5_structural_exposure_p10": 0.4356,
      "v5_structural_exposure": 0.6145,
      "v5_structural_exposure_p90": 0.7933,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.1454,
      "v5_demand_fragility": 0.2308,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0415,
      "v5_structural_risk_p10": 0.0601,
      "v5_structural_risk": 0.0848,
      "v5_structural_risk_p90": 0.1095,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.1454,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5032,
      "v5_adaptation_capacity": 0.3761,
      "v5_adaptation_buffer": 0.0752,
      "v5_transition_adjusted_risk": 0.0785,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0192,
      "v5_impact_type": "ai_leveraged",
      "v5_profile": "leveraged",
      "delta_vs_live_structural": 0.0027,
      "delta_vs_live_transition": -0.0036,
      "best_transition": {
        "to_ssoc": "21723",
        "to_title": "Flying instructor (except air force)",
        "composite": 0.5772,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4555,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5883
      },
      "realization_scalar": 0.2583,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "21641",
      "title": "Urban planner",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1242,
      "live_risk_band": "low",
      "live_augmentation": 0.0918,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3763,
      "posterior_exposure_p50": 0.552,
      "posterior_exposure_p90": 0.7276,
      "posterior_interval_width_80": 0.3513,
      "v5_structural_exposure_p10": 0.2213,
      "v5_structural_exposure": 0.397,
      "v5_structural_exposure_p90": 0.5726,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0303,
      "v5_demand_fragility": 0.1026,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0185,
      "v5_structural_risk_p10": 0.0739,
      "v5_structural_risk": 0.1325,
      "v5_structural_risk_p90": 0.1912,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0379,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5823,
      "v5_adaptation_capacity": 0.4259,
      "v5_adaptation_buffer": 0.0852,
      "v5_transition_adjusted_risk": 0.1213,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0389,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0083,
      "delta_vs_live_transition": -0.0029,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.6972,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.508,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5817
      },
      "realization_scalar": 0.3482,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22138",
      "title": "Urologist",
      "major_group": "PROFESSIONALS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0084,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1158,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.2181,
      "posterior_exposure_p50": 0.4,
      "posterior_exposure_p90": 0.582,
      "posterior_interval_width_80": 0.3639,
      "v5_structural_exposure_p10": 0.2181,
      "v5_structural_exposure": 0.4,
      "v5_structural_exposure_p90": 0.582,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0584,
      "v5_demand_fragility": 0.2821,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0508,
      "v5_structural_risk_p10": 0.0084,
      "v5_structural_risk": 0.0153,
      "v5_structural_risk_p90": 0.0223,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0584,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5598,
      "v5_adaptation_capacity": 0.3608,
      "v5_adaptation_buffer": 0.0722,
      "v5_transition_adjusted_risk": 0.0142,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0038,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0069,
      "delta_vs_live_transition": 0.0058,
      "best_transition": {
        "to_ssoc": "22132",
        "to_title": "Cardiothoracic surgeon",
        "composite": 0.6878,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4941,
        "wage_preservation": 0.9354,
        "training_ease": 0,
        "empirical_priority": 0.5658
      },
      "realization_scalar": 0.2791,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "22500",
      "title": "Veterinarian",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0005,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1724,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2735,
      "posterior_exposure_p50": 0.4492,
      "posterior_exposure_p90": 0.6249,
      "posterior_interval_width_80": 0.3514,
      "v5_structural_exposure_p10": 0.2705,
      "v5_structural_exposure": 0.4462,
      "v5_structural_exposure_p90": 0.6219,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.156,
      "task_mode_copilot_share": 0.2651,
      "task_mode_human_led_share": 0.5789,
      "task_mode_effective_coverage": 0.0319,
      "task_mode_automation_pressure": 0.0115,
      "task_mode_augmentation_upside": 0.0133,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0597,
      "v5_demand_fragility": 0.0755,
      "v5_reallocation_capacity": 0.1266,
      "v5_concentration_adjustment": 1.0136,
      "v5_structural_risk_p10": 0.0004,
      "v5_structural_risk": 0.0007,
      "v5_structural_risk_p90": 0.0009,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0713,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5378,
      "v5_adaptation_capacity": 0.3092,
      "v5_adaptation_buffer": 0.0618,
      "v5_transition_adjusted_risk": 0.0006,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0002,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0002,
      "delta_vs_live_transition": 0.0001,
      "best_transition": {
        "to_ssoc": "22632",
        "to_title": "Environmental officer (public health)",
        "composite": 0.631,
        "observed_transition_rate": 0.6622,
        "destination_quality": 0.4362,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5486
      },
      "realization_scalar": 0.2666,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "25122",
      "title": "Web and mobile applications developer",
      "major_group": "PROFESSIONALS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5432,
      "live_risk_band": "very_high",
      "live_augmentation": 0.1083,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5879,
      "posterior_exposure_p50": 0.755,
      "posterior_exposure_p90": 0.9221,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.5929,
      "v5_structural_exposure": 0.76,
      "v5_structural_exposure_p90": 0.9271,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3454,
      "task_mode_copilot_share": 0.4073,
      "task_mode_human_led_share": 0.2473,
      "task_mode_effective_coverage": 0.2892,
      "task_mode_automation_pressure": 0.1567,
      "task_mode_augmentation_upside": 0.0639,
      "task_mode_concentration": 0.0884,
      "v5_effective_augmentation": 0.0789,
      "v5_demand_fragility": 0.0575,
      "v5_reallocation_capacity": 0.9203,
      "v5_concentration_adjustment": 1.0103,
      "v5_structural_risk_p10": 0.3737,
      "v5_structural_risk": 0.479,
      "v5_structural_risk_p90": 0.5844,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0826,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6393,
      "v5_adaptation_capacity": 0.462,
      "v5_adaptation_buffer": 0.0924,
      "v5_transition_adjusted_risk": 0.4348,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.163,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0642,
      "delta_vs_live_transition": -0.1084,
      "best_transition": {
        "to_ssoc": "13302",
        "to_title": "Software and applications manager",
        "composite": 0.7239,
        "observed_transition_rate": null,
        "destination_quality": 0.6249,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6499
      },
      "realization_scalar": 0.4112,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33392",
      "title": "Advertising salesman",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.296,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1561,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4778,
      "posterior_exposure_p50": 0.6449,
      "posterior_exposure_p90": 0.812,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.4514,
      "v5_structural_exposure": 0.6185,
      "v5_structural_exposure_p90": 0.7856,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.287,
      "task_mode_copilot_share": 0.3254,
      "task_mode_human_led_share": 0.3876,
      "task_mode_effective_coverage": 0.0815,
      "task_mode_automation_pressure": 0.0386,
      "task_mode_augmentation_upside": 0.0235,
      "task_mode_concentration": 0.4252,
      "v5_effective_augmentation": 0.0705,
      "v5_demand_fragility": 0.0884,
      "v5_reallocation_capacity": 0.6203,
      "v5_concentration_adjustment": 1.0159,
      "v5_structural_risk_p10": 0.1929,
      "v5_structural_risk": 0.2642,
      "v5_structural_risk_p90": 0.3356,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0823,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5366,
      "v5_adaptation_capacity": 0.3755,
      "v5_adaptation_buffer": 0.0751,
      "v5_transition_adjusted_risk": 0.2444,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0583,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0318,
      "delta_vs_live_transition": -0.0516,
      "best_transition": {
        "to_ssoc": "33222",
        "to_title": "After sales adviser/Client account service executive",
        "composite": 0.6082,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4125,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5212
      },
      "realization_scalar": 0.2598,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31211",
      "title": "Aeronautical engineering technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1143,
      "live_risk_band": "low",
      "live_augmentation": 0.066,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2069,
      "posterior_exposure_p50": 0.374,
      "posterior_exposure_p90": 0.5411,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.2203,
      "v5_structural_exposure": 0.3874,
      "v5_structural_exposure_p90": 0.5545,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.1998,
      "task_mode_copilot_share": 0.2896,
      "task_mode_human_led_share": 0.5106,
      "task_mode_effective_coverage": 0.0159,
      "task_mode_automation_pressure": 0.0064,
      "task_mode_augmentation_upside": 0.0059,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0248,
      "v5_demand_fragility": 0.102,
      "v5_reallocation_capacity": 0.12,
      "v5_concentration_adjustment": 1.0184,
      "v5_structural_risk_p10": 0.0868,
      "v5_structural_risk": 0.1526,
      "v5_structural_risk_p90": 0.2184,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0295,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5297,
      "v5_adaptation_capacity": 0.2883,
      "v5_adaptation_buffer": 0.0577,
      "v5_transition_adjusted_risk": 0.1438,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0385,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0383,
      "delta_vs_live_transition": 0.0295,
      "best_transition": {
        "to_ssoc": "31213",
        "to_title": "Marine surveyor (ship and nautical)",
        "composite": 0.714,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5229,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5731
      },
      "realization_scalar": 0.2908,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33222",
      "title": "After sales adviser/Client account service executive",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.408,
      "live_risk_band": "high",
      "live_augmentation": 0.1875,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.547,
      "posterior_exposure_p50": 0.71,
      "posterior_exposure_p90": 0.873,
      "posterior_interval_width_80": 0.326,
      "v5_structural_exposure_p10": 0.5709,
      "v5_structural_exposure": 0.7339,
      "v5_structural_exposure_p90": 0.8969,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3117,
      "task_mode_copilot_share": 0.3379,
      "task_mode_human_led_share": 0.3504,
      "task_mode_effective_coverage": 0.2721,
      "task_mode_automation_pressure": 0.1346,
      "task_mode_augmentation_upside": 0.0725,
      "task_mode_concentration": 0.0902,
      "v5_effective_augmentation": 0.1019,
      "v5_demand_fragility": 0.0822,
      "v5_reallocation_capacity": 0.9191,
      "v5_concentration_adjustment": 1.0148,
      "v5_structural_risk_p10": 0.2703,
      "v5_structural_risk": 0.3475,
      "v5_structural_risk_p90": 0.4246,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.1093,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5539,
      "v5_adaptation_capacity": 0.4343,
      "v5_adaptation_buffer": 0.0869,
      "v5_transition_adjusted_risk": 0.3173,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0287,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0605,
      "delta_vs_live_transition": -0.0907,
      "best_transition": {
        "to_ssoc": "33221",
        "to_title": "Business development executive",
        "composite": 0.6742,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4789,
        "wage_preservation": 0.8897,
        "training_ease": 0,
        "empirical_priority": 0.5354
      },
      "realization_scalar": 0.0986,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31594",
      "title": "Air cargo officer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1183,
      "live_risk_band": "low",
      "live_augmentation": 0.0672,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2111,
      "posterior_exposure_p50": 0.4011,
      "posterior_exposure_p90": 0.5911,
      "posterior_interval_width_80": 0.38,
      "v5_structural_exposure_p10": 0.2585,
      "v5_structural_exposure": 0.4485,
      "v5_structural_exposure_p90": 0.6385,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4451,
      "task_mode_copilot_share": 0.3211,
      "task_mode_human_led_share": 0.2338,
      "task_mode_effective_coverage": 0.0401,
      "task_mode_automation_pressure": 0.0232,
      "task_mode_augmentation_upside": 0.0075,
      "task_mode_concentration": 0.5,
      "v5_effective_augmentation": 0.0245,
      "v5_demand_fragility": 0.1057,
      "v5_reallocation_capacity": 0.5416,
      "v5_concentration_adjustment": 1.019,
      "v5_structural_risk_p10": 0.0865,
      "v5_structural_risk": 0.1502,
      "v5_structural_risk_p90": 0.2138,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0288,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5508,
      "v5_adaptation_capacity": 0.3525,
      "v5_adaptation_buffer": 0.0705,
      "v5_transition_adjusted_risk": 0.1396,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0371,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0319,
      "delta_vs_live_transition": 0.0213,
      "best_transition": {
        "to_ssoc": "31597",
        "to_title": "Road transport operations officer",
        "composite": 0.6674,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4741,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5502
      },
      "realization_scalar": 0.2884,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33611",
      "title": "Air transport equipment project executive",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1641,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0921,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3471,
      "posterior_exposure_p50": 0.517,
      "posterior_exposure_p90": 0.687,
      "posterior_interval_width_80": 0.3399,
      "v5_structural_exposure_p10": 0.209,
      "v5_structural_exposure": 0.3789,
      "v5_structural_exposure_p90": 0.5489,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0283,
      "v5_demand_fragility": 0.0667,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.012,
      "v5_structural_risk_p10": 0.0852,
      "v5_structural_risk": 0.1545,
      "v5_structural_risk_p90": 0.2238,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0354,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5412,
      "v5_adaptation_capacity": 0.4098,
      "v5_adaptation_buffer": 0.082,
      "v5_transition_adjusted_risk": 0.1418,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0376,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0096,
      "delta_vs_live_transition": -0.0223,
      "best_transition": {
        "to_ssoc": "33393",
        "to_title": "International market agent/representative (e.g. junket operator)",
        "composite": 0.6417,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4474,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5376
      },
      "realization_scalar": 0.2904,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31571",
      "title": "Air transport service supervisor",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0438,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0868,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1907,
      "posterior_exposure_p50": 0.3607,
      "posterior_exposure_p90": 0.5307,
      "posterior_interval_width_80": 0.34,
      "v5_structural_exposure_p10": 0.1977,
      "v5_structural_exposure": 0.3677,
      "v5_structural_exposure_p90": 0.5377,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.318,
      "task_mode_copilot_share": 0.3929,
      "task_mode_human_led_share": 0.2891,
      "task_mode_effective_coverage": 0.0111,
      "task_mode_automation_pressure": 0.0058,
      "task_mode_augmentation_upside": 0.0027,
      "task_mode_concentration": 0.5027,
      "v5_effective_augmentation": 0.0275,
      "v5_demand_fragility": 0.0959,
      "v5_reallocation_capacity": 0.5487,
      "v5_concentration_adjustment": 1.0173,
      "v5_structural_risk_p10": 0.0304,
      "v5_structural_risk": 0.0565,
      "v5_structural_risk_p90": 0.0826,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0337,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4785,
      "v5_adaptation_capacity": 0.3225,
      "v5_adaptation_buffer": 0.0645,
      "v5_transition_adjusted_risk": 0.0528,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0137,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0127,
      "delta_vs_live_transition": 0.009,
      "best_transition": {
        "to_ssoc": "31522",
        "to_title": "Harbour pilot",
        "composite": 0.5939,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4703,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5797
      },
      "realization_scalar": 0.2828,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31152",
      "title": "Air-conditioning/Refrigeration engineering technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1624,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0715,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.253,
      "posterior_exposure_p50": 0.4316,
      "posterior_exposure_p90": 0.6102,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.2533,
      "v5_structural_exposure": 0.4319,
      "v5_structural_exposure_p90": 0.6105,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0272,
      "task_mode_automation_pressure": 0.0141,
      "task_mode_augmentation_upside": 0.0066,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0276,
      "v5_demand_fragility": 0.1095,
      "v5_reallocation_capacity": 0.1051,
      "v5_concentration_adjustment": 1.0197,
      "v5_structural_risk_p10": 0.1138,
      "v5_structural_risk": 0.194,
      "v5_structural_risk_p90": 0.2742,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0328,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5454,
      "v5_adaptation_capacity": 0.2949,
      "v5_adaptation_buffer": 0.059,
      "v5_transition_adjusted_risk": 0.1826,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0492,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0316,
      "delta_vs_live_transition": 0.0202,
      "best_transition": {
        "to_ssoc": "31142",
        "to_title": "Semi-conductor technician",
        "composite": 0.6528,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4606,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5435
      },
      "realization_scalar": 0.2923,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33151",
      "title": "Appraiser/Valuer (excluding intangible asset valuer)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.4664,
      "live_risk_band": "high",
      "live_augmentation": 0.0874,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.4614,
      "posterior_exposure_p50": 0.6289,
      "posterior_exposure_p90": 0.7965,
      "posterior_interval_width_80": 0.3351,
      "v5_structural_exposure_p10": 0.4614,
      "v5_structural_exposure": 0.6289,
      "v5_structural_exposure_p90": 0.7965,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0528,
      "v5_demand_fragility": 0.3333,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.06,
      "v5_structural_risk_p10": 0.3092,
      "v5_structural_risk": 0.4214,
      "v5_structural_risk_p90": 0.5337,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0528,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5733,
      "v5_adaptation_capacity": 0.3624,
      "v5_adaptation_buffer": 0.0725,
      "v5_transition_adjusted_risk": 0.3909,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1124,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.045,
      "delta_vs_live_transition": -0.0755,
      "best_transition": {
        "to_ssoc": "33394",
        "to_title": "Safety and security consultant",
        "composite": 0.7121,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5306,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5745
      },
      "realization_scalar": 0.2975,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31184",
      "title": "Architectural draughtsman",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1147,
      "live_risk_band": "low",
      "live_augmentation": 0.0684,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2594,
      "posterior_exposure_p50": 0.4336,
      "posterior_exposure_p90": 0.6077,
      "posterior_interval_width_80": 0.3483,
      "v5_structural_exposure_p10": 0.2485,
      "v5_structural_exposure": 0.4227,
      "v5_structural_exposure_p90": 0.5968,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2065,
      "task_mode_copilot_share": 0.305,
      "task_mode_human_led_share": 0.4885,
      "task_mode_effective_coverage": 0.0161,
      "task_mode_automation_pressure": 0.0066,
      "task_mode_augmentation_upside": 0.0058,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0241,
      "v5_demand_fragility": 0.1021,
      "v5_reallocation_capacity": 0.119,
      "v5_concentration_adjustment": 1.0184,
      "v5_structural_risk_p10": 0.0827,
      "v5_structural_risk": 0.1407,
      "v5_structural_risk_p90": 0.1987,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0287,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4634,
      "v5_adaptation_capacity": 0.2559,
      "v5_adaptation_buffer": 0.0512,
      "v5_transition_adjusted_risk": 0.1335,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0421,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.026,
      "delta_vs_live_transition": 0.0188,
      "best_transition": {
        "to_ssoc": "34321",
        "to_title": "Interior designer",
        "composite": 0.5244,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.3254,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.4802
      },
      "realization_scalar": 0.343,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "36202",
      "title": "Art and craft instructor (extracurriculum)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.495,
      "live_risk_band": "high",
      "live_augmentation": 0.131,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.5196,
      "posterior_exposure_p50": 0.7135,
      "posterior_exposure_p90": 0.9073,
      "posterior_interval_width_80": 0.3877,
      "v5_structural_exposure_p10": 0.5196,
      "v5_structural_exposure": 0.7135,
      "v5_structural_exposure_p90": 0.9073,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0802,
      "v5_demand_fragility": 0.1282,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0231,
      "v5_structural_risk_p10": 0.2909,
      "v5_structural_risk": 0.3994,
      "v5_structural_risk_p90": 0.5079,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0802,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5639,
      "v5_adaptation_capacity": 0.3781,
      "v5_adaptation_buffer": 0.0756,
      "v5_transition_adjusted_risk": 0.3692,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.093,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0956,
      "delta_vs_live_transition": -0.1258,
      "best_transition": {
        "to_ssoc": "36203",
        "to_title": "Information technology trainer (extracurriculum)",
        "composite": 0.7438,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5559,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5882
      },
      "realization_scalar": 0.272,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33152",
      "title": "Assessor",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4932,
      "live_risk_band": "high",
      "live_augmentation": 0.0646,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4693,
      "posterior_exposure_p50": 0.6337,
      "posterior_exposure_p90": 0.7981,
      "posterior_interval_width_80": 0.3288,
      "v5_structural_exposure_p10": 0.4893,
      "v5_structural_exposure": 0.6537,
      "v5_structural_exposure_p90": 0.8181,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4362,
      "task_mode_copilot_share": 0.323,
      "task_mode_human_led_share": 0.2408,
      "task_mode_effective_coverage": 0.1221,
      "task_mode_automation_pressure": 0.07,
      "task_mode_augmentation_upside": 0.0234,
      "task_mode_concentration": 0.2125,
      "v5_effective_augmentation": 0.0336,
      "v5_demand_fragility": 0.0839,
      "v5_reallocation_capacity": 0.8055,
      "v5_concentration_adjustment": 1.0151,
      "v5_structural_risk_p10": 0.3324,
      "v5_structural_risk": 0.4441,
      "v5_structural_risk_p90": 0.5557,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0362,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5851,
      "v5_adaptation_capacity": 0.4059,
      "v5_adaptation_buffer": 0.0812,
      "v5_transition_adjusted_risk": 0.408,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1117,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0491,
      "delta_vs_live_transition": -0.0852,
      "best_transition": {
        "to_ssoc": "33394",
        "to_title": "Safety and security consultant",
        "composite": 0.7201,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.54,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5787
      },
      "realization_scalar": 0.2986,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33131",
      "title": "Assistant accountant",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5403,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0766,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5481,
      "posterior_exposure_p50": 0.7151,
      "posterior_exposure_p90": 0.8822,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.5498,
      "v5_structural_exposure": 0.7168,
      "v5_structural_exposure_p90": 0.8839,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.37,
      "task_mode_copilot_share": 0.362,
      "task_mode_human_led_share": 0.2679,
      "task_mode_effective_coverage": 0.1967,
      "task_mode_automation_pressure": 0.1069,
      "task_mode_augmentation_upside": 0.0433,
      "task_mode_concentration": 0.1526,
      "v5_effective_augmentation": 0.0515,
      "v5_demand_fragility": 0.0861,
      "v5_reallocation_capacity": 0.8618,
      "v5_concentration_adjustment": 1.0155,
      "v5_structural_risk_p10": 0.3496,
      "v5_structural_risk": 0.4558,
      "v5_structural_risk_p90": 0.562,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0535,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5203,
      "v5_adaptation_capacity": 0.3933,
      "v5_adaptation_buffer": 0.0787,
      "v5_transition_adjusted_risk": 0.4199,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1368,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0845,
      "delta_vs_live_transition": -0.1204,
      "best_transition": {
        "to_ssoc": "12111",
        "to_title": "Budgeting and financial accounting manager (including financial controller)",
        "composite": 0.6632,
        "observed_transition_rate": null,
        "destination_quality": 0.5584,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6037
      },
      "realization_scalar": 0.3553,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31001",
      "title": "Assistant civil and structural engineer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1587,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0605,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2488,
      "posterior_exposure_p50": 0.4188,
      "posterior_exposure_p90": 0.5888,
      "posterior_interval_width_80": 0.34,
      "v5_structural_exposure_p10": 0.2296,
      "v5_structural_exposure": 0.3996,
      "v5_structural_exposure_p90": 0.5696,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.318,
      "task_mode_copilot_share": 0.3929,
      "task_mode_human_led_share": 0.2891,
      "task_mode_effective_coverage": 0.0111,
      "task_mode_automation_pressure": 0.0058,
      "task_mode_augmentation_upside": 0.0027,
      "task_mode_concentration": 0.5027,
      "v5_effective_augmentation": 0.0221,
      "v5_demand_fragility": 0.0959,
      "v5_reallocation_capacity": 0.5487,
      "v5_concentration_adjustment": 1.0173,
      "v5_structural_risk_p10": 0.1037,
      "v5_structural_risk": 0.1806,
      "v5_structural_risk_p90": 0.2574,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0269,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5672,
      "v5_adaptation_capacity": 0.3598,
      "v5_adaptation_buffer": 0.072,
      "v5_transition_adjusted_risk": 0.1676,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0235,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0219,
      "delta_vs_live_transition": 0.0089,
      "best_transition": {
        "to_ssoc": "31003",
        "to_title": "Assistant electronics engineer",
        "composite": 0.6955,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5033,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.564
      },
      "realization_scalar": 0.1529,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31002",
      "title": "Assistant electrical engineer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1997,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0857,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2597,
      "posterior_exposure_p50": 0.4296,
      "posterior_exposure_p90": 0.5996,
      "posterior_interval_width_80": 0.3399,
      "v5_structural_exposure_p10": 0.3313,
      "v5_structural_exposure": 0.5012,
      "v5_structural_exposure_p90": 0.6712,
      "task_mode_blend_weight": 0.4375,
      "task_mode_matched_task_weight_share": 0.975,
      "task_mode_delegable_share": 0.3396,
      "task_mode_copilot_share": 0.3496,
      "task_mode_human_led_share": 0.3109,
      "task_mode_effective_coverage": 0.0847,
      "task_mode_automation_pressure": 0.0438,
      "task_mode_augmentation_upside": 0.0206,
      "task_mode_concentration": 0.4464,
      "v5_effective_augmentation": 0.0363,
      "v5_demand_fragility": 0.1166,
      "v5_reallocation_capacity": 0.5978,
      "v5_concentration_adjustment": 1.021,
      "v5_structural_risk_p10": 0.148,
      "v5_structural_risk": 0.2239,
      "v5_structural_risk_p90": 0.2999,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0402,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.542,
      "v5_adaptation_capacity": 0.3607,
      "v5_adaptation_buffer": 0.0721,
      "v5_transition_adjusted_risk": 0.2078,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0558,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0242,
      "delta_vs_live_transition": 0.0081,
      "best_transition": {
        "to_ssoc": "31003",
        "to_title": "Assistant electronics engineer",
        "composite": 0.6924,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4996,
        "wage_preservation": 0.9509,
        "training_ease": 0,
        "empirical_priority": 0.5545
      },
      "realization_scalar": 0.2907,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31003",
      "title": "Assistant electronics engineer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1855,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0915,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2566,
      "posterior_exposure_p50": 0.4265,
      "posterior_exposure_p90": 0.5965,
      "posterior_interval_width_80": 0.3399,
      "v5_structural_exposure_p10": 0.3081,
      "v5_structural_exposure": 0.478,
      "v5_structural_exposure_p90": 0.648,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3449,
      "task_mode_copilot_share": 0.3966,
      "task_mode_human_led_share": 0.2585,
      "task_mode_effective_coverage": 0.057,
      "task_mode_automation_pressure": 0.0307,
      "task_mode_augmentation_upside": 0.0128,
      "task_mode_concentration": 0.2555,
      "v5_effective_augmentation": 0.0358,
      "v5_demand_fragility": 0.1017,
      "v5_reallocation_capacity": 0.7696,
      "v5_concentration_adjustment": 1.0183,
      "v5_structural_risk_p10": 0.1346,
      "v5_structural_risk": 0.2088,
      "v5_structural_risk_p90": 0.2831,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0416,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5489,
      "v5_adaptation_capacity": 0.3856,
      "v5_adaptation_buffer": 0.0771,
      "v5_transition_adjusted_risk": 0.1927,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0515,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0233,
      "delta_vs_live_transition": 0.0072,
      "best_transition": {
        "to_ssoc": "31002",
        "to_title": "Assistant electrical engineer",
        "composite": 0.6858,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4932,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5592
      },
      "realization_scalar": 0.2903,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31006",
      "title": "Assistant manufacturing engineer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1653,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0616,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2499,
      "posterior_exposure_p50": 0.4199,
      "posterior_exposure_p90": 0.5898,
      "posterior_interval_width_80": 0.3399,
      "v5_structural_exposure_p10": 0.2518,
      "v5_structural_exposure": 0.4218,
      "v5_structural_exposure_p90": 0.5917,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3414,
      "task_mode_copilot_share": 0.3971,
      "task_mode_human_led_share": 0.2615,
      "task_mode_effective_coverage": 0.0244,
      "task_mode_automation_pressure": 0.0131,
      "task_mode_augmentation_upside": 0.0055,
      "task_mode_concentration": 0.2645,
      "v5_effective_augmentation": 0.0233,
      "v5_demand_fragility": 0.0964,
      "v5_reallocation_capacity": 0.7616,
      "v5_concentration_adjustment": 1.0174,
      "v5_structural_risk_p10": 0.1141,
      "v5_structural_risk": 0.1911,
      "v5_structural_risk_p90": 0.2681,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0277,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5698,
      "v5_adaptation_capacity": 0.3886,
      "v5_adaptation_buffer": 0.0777,
      "v5_transition_adjusted_risk": 0.1763,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0473,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0258,
      "delta_vs_live_transition": 0.011,
      "best_transition": {
        "to_ssoc": "31003",
        "to_title": "Assistant electronics engineer",
        "composite": 0.6955,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5033,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.564
      },
      "realization_scalar": 0.2919,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31004",
      "title": "Assistant mechanical engineer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1976,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0555,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2563,
      "posterior_exposure_p50": 0.4262,
      "posterior_exposure_p90": 0.5962,
      "posterior_interval_width_80": 0.3399,
      "v5_structural_exposure_p10": 0.3037,
      "v5_structural_exposure": 0.4736,
      "v5_structural_exposure_p90": 0.6436,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3394,
      "task_mode_copilot_share": 0.3785,
      "task_mode_human_led_share": 0.2821,
      "task_mode_effective_coverage": 0.053,
      "task_mode_automation_pressure": 0.028,
      "task_mode_augmentation_upside": 0.0124,
      "task_mode_concentration": 0.1776,
      "v5_effective_augmentation": 0.0231,
      "v5_demand_fragility": 0.0983,
      "v5_reallocation_capacity": 0.84,
      "v5_concentration_adjustment": 1.0177,
      "v5_structural_risk_p10": 0.1418,
      "v5_structural_risk": 0.221,
      "v5_structural_risk_p90": 0.3004,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0258,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5725,
      "v5_adaptation_capacity": 0.3999,
      "v5_adaptation_buffer": 0.08,
      "v5_transition_adjusted_risk": 0.2034,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0547,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0234,
      "delta_vs_live_transition": 0.0058,
      "best_transition": {
        "to_ssoc": "31003",
        "to_title": "Assistant electronics engineer",
        "composite": 0.6991,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5075,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5659
      },
      "realization_scalar": 0.2922,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "34210",
      "title": "Athlete/Sportsman",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0916,
      "live_risk_band": "low",
      "live_augmentation": 0.0902,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2942,
      "posterior_exposure_p50": 0.4728,
      "posterior_exposure_p90": 0.6513,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.176,
      "v5_structural_exposure": 0.3546,
      "v5_structural_exposure_p90": 0.5331,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0261,
      "v5_demand_fragility": 0.0821,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0148,
      "v5_structural_risk_p10": 0.045,
      "v5_structural_risk": 0.0907,
      "v5_structural_risk_p90": 0.1364,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0326,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5579,
      "v5_adaptation_capacity": 0.4152,
      "v5_adaptation_buffer": 0.083,
      "v5_transition_adjusted_risk": 0.0832,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0219,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0009,
      "delta_vs_live_transition": -0.0084,
      "best_transition": {
        "to_ssoc": "34310",
        "to_title": "Photographer",
        "composite": 0.5983,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4742,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5817
      },
      "realization_scalar": 0.2879,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31143",
      "title": "Audio and video equipment technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1511,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0604,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2387,
      "posterior_exposure_p50": 0.4173,
      "posterior_exposure_p90": 0.5959,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.2356,
      "v5_structural_exposure": 0.4142,
      "v5_structural_exposure_p90": 0.5928,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2814,
      "task_mode_copilot_share": 0.3718,
      "task_mode_human_led_share": 0.3468,
      "task_mode_effective_coverage": 0.0182,
      "task_mode_automation_pressure": 0.0089,
      "task_mode_augmentation_upside": 0.005,
      "task_mode_concentration": 0.5055,
      "v5_effective_augmentation": 0.0227,
      "v5_demand_fragility": 0.0981,
      "v5_reallocation_capacity": 0.549,
      "v5_concentration_adjustment": 1.0177,
      "v5_structural_risk_p10": 0.1038,
      "v5_structural_risk": 0.1824,
      "v5_structural_risk_p90": 0.261,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0271,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5684,
      "v5_adaptation_capacity": 0.3607,
      "v5_adaptation_buffer": 0.0721,
      "v5_transition_adjusted_risk": 0.1692,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0454,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0313,
      "delta_vs_live_transition": 0.0181,
      "best_transition": {
        "to_ssoc": "31142",
        "to_title": "Semi-conductor technician",
        "composite": 0.7094,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.519,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5711
      },
      "realization_scalar": 0.2916,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33132",
      "title": "Audit associate professional",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5483,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0775,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5494,
      "posterior_exposure_p50": 0.7164,
      "posterior_exposure_p90": 0.8835,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.5505,
      "v5_structural_exposure": 0.7175,
      "v5_structural_exposure_p90": 0.8846,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3891,
      "task_mode_copilot_share": 0.3533,
      "task_mode_human_led_share": 0.2575,
      "task_mode_effective_coverage": 0.1985,
      "task_mode_automation_pressure": 0.1098,
      "task_mode_augmentation_upside": 0.0418,
      "task_mode_concentration": 0.1525,
      "v5_effective_augmentation": 0.0404,
      "v5_demand_fragility": 0.0864,
      "v5_reallocation_capacity": 0.8615,
      "v5_concentration_adjustment": 1.0156,
      "v5_structural_risk_p10": 0.3502,
      "v5_structural_risk": 0.4564,
      "v5_structural_risk_p90": 0.5627,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0401,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5872,
      "v5_adaptation_capacity": 0.417,
      "v5_adaptation_buffer": 0.0834,
      "v5_transition_adjusted_risk": 0.4183,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1134,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0919,
      "delta_vs_live_transition": -0.13,
      "best_transition": {
        "to_ssoc": "33394",
        "to_title": "Safety and security consultant",
        "composite": 0.7366,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5594,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5873
      },
      "realization_scalar": 0.2955,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31174",
      "title": "Automation technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.113,
      "live_risk_band": "low",
      "live_augmentation": 0.0475,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1987,
      "posterior_exposure_p50": 0.3689,
      "posterior_exposure_p90": 0.5391,
      "posterior_interval_width_80": 0.3404,
      "v5_structural_exposure_p10": 0.1987,
      "v5_structural_exposure": 0.3689,
      "v5_structural_exposure_p90": 0.5391,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0245,
      "v5_demand_fragility": 0.4615,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0831,
      "v5_structural_risk_p10": 0.0866,
      "v5_structural_risk": 0.1608,
      "v5_structural_risk_p90": 0.2349,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0245,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5655,
      "v5_adaptation_capacity": 0.3421,
      "v5_adaptation_buffer": 0.0684,
      "v5_transition_adjusted_risk": 0.1498,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.045,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0478,
      "delta_vs_live_transition": 0.0368,
      "best_transition": {
        "to_ssoc": "31172",
        "to_title": "Production engineering technician",
        "composite": 0.6828,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4902,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5578
      },
      "realization_scalar": 0.3027,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31212",
      "title": "Automotive engineering technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.161,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0702,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.217,
      "posterior_exposure_p50": 0.3841,
      "posterior_exposure_p90": 0.5511,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.3075,
      "v5_structural_exposure": 0.4746,
      "v5_structural_exposure_p90": 0.6416,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3468,
      "task_mode_copilot_share": 0.3713,
      "task_mode_human_led_share": 0.2819,
      "task_mode_effective_coverage": 0.0742,
      "task_mode_automation_pressure": 0.0393,
      "task_mode_augmentation_upside": 0.0172,
      "task_mode_concentration": 0.2833,
      "v5_effective_augmentation": 0.0293,
      "v5_demand_fragility": 0.1058,
      "v5_reallocation_capacity": 0.7444,
      "v5_concentration_adjustment": 1.019,
      "v5_structural_risk_p10": 0.1256,
      "v5_structural_risk": 0.1938,
      "v5_structural_risk_p90": 0.262,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0323,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5627,
      "v5_adaptation_capacity": 0.3859,
      "v5_adaptation_buffer": 0.0772,
      "v5_transition_adjusted_risk": 0.1789,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0477,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0328,
      "delta_vs_live_transition": 0.0179,
      "best_transition": {
        "to_ssoc": "31213",
        "to_title": "Marine surveyor (ship and nautical)",
        "composite": 0.728,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5394,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5804
      },
      "realization_scalar": 0.2897,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31122",
      "title": "Building technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1196,
      "live_risk_band": "low",
      "live_augmentation": 0.1096,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.2969,
      "posterior_exposure_p50": 0.4671,
      "posterior_exposure_p90": 0.6373,
      "posterior_interval_width_80": 0.3404,
      "v5_structural_exposure_p10": 0.2969,
      "v5_structural_exposure": 0.4671,
      "v5_structural_exposure_p90": 0.6373,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0514,
      "v5_demand_fragility": 0.4615,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0831,
      "v5_structural_risk_p10": 0.083,
      "v5_structural_risk": 0.1306,
      "v5_structural_risk_p90": 0.1782,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0514,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5622,
      "v5_adaptation_capacity": 0.3522,
      "v5_adaptation_buffer": 0.0704,
      "v5_transition_adjusted_risk": 0.1214,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0354,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.011,
      "delta_vs_live_transition": 0.0018,
      "best_transition": {
        "to_ssoc": "31111",
        "to_title": "Chemistry technician",
        "composite": 0.614,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4906,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5894
      },
      "realization_scalar": 0.2942,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33221",
      "title": "Business development executive",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4176,
      "live_risk_band": "high",
      "live_augmentation": 0.1521,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5465,
      "posterior_exposure_p50": 0.7095,
      "posterior_exposure_p90": 0.8725,
      "posterior_interval_width_80": 0.326,
      "v5_structural_exposure_p10": 0.5558,
      "v5_structural_exposure": 0.7188,
      "v5_structural_exposure_p90": 0.8818,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2223,
      "task_mode_copilot_share": 0.3988,
      "task_mode_human_led_share": 0.379,
      "task_mode_effective_coverage": 0.2187,
      "task_mode_automation_pressure": 0.0994,
      "task_mode_augmentation_upside": 0.0674,
      "task_mode_concentration": 0.2546,
      "v5_effective_augmentation": 0.0852,
      "v5_demand_fragility": 0.1008,
      "v5_reallocation_capacity": 0.7751,
      "v5_concentration_adjustment": 1.0181,
      "v5_structural_risk_p10": 0.2737,
      "v5_structural_risk": 0.354,
      "v5_structural_risk_p90": 0.4343,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0897,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5515,
      "v5_adaptation_capacity": 0.4087,
      "v5_adaptation_buffer": 0.0817,
      "v5_transition_adjusted_risk": 0.3251,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0409,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0636,
      "delta_vs_live_transition": -0.0925,
      "best_transition": {
        "to_ssoc": "33222",
        "to_title": "After sales adviser/Client account service executive",
        "composite": 0.711,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5199,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5717
      },
      "realization_scalar": 0.1368,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33231",
      "title": "Buyer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1609,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1112,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4129,
      "posterior_exposure_p50": 0.5915,
      "posterior_exposure_p90": 0.77,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.2415,
      "v5_structural_exposure": 0.4201,
      "v5_structural_exposure_p90": 0.5986,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0326,
      "v5_demand_fragility": 0.0667,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.012,
      "v5_structural_risk_p10": 0.0804,
      "v5_structural_risk": 0.1398,
      "v5_structural_risk_p90": 0.1992,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0408,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5436,
      "v5_adaptation_capacity": 0.4123,
      "v5_adaptation_buffer": 0.0825,
      "v5_transition_adjusted_risk": 0.1283,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0364,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0211,
      "delta_vs_live_transition": -0.0326,
      "best_transition": {
        "to_ssoc": "33393",
        "to_title": "International market agent/representative (e.g. junket operator)",
        "composite": 0.6417,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4474,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5376
      },
      "realization_scalar": 0.3111,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "34341",
      "title": "Chef",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.095,
      "live_risk_band": "low",
      "live_augmentation": 0.1593,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.3237,
      "posterior_exposure_p50": 0.5056,
      "posterior_exposure_p90": 0.6876,
      "posterior_interval_width_80": 0.3639,
      "v5_structural_exposure_p10": 0.3237,
      "v5_structural_exposure": 0.5056,
      "v5_structural_exposure_p90": 0.6876,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0813,
      "v5_demand_fragility": 0.4103,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0739,
      "v5_structural_risk_p10": 0.0614,
      "v5_structural_risk": 0.096,
      "v5_structural_risk_p90": 0.1305,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0813,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4766,
      "v5_adaptation_capacity": 0.3301,
      "v5_adaptation_buffer": 0.066,
      "v5_transition_adjusted_risk": 0.0896,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0211,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.001,
      "delta_vs_live_transition": -0.0054,
      "best_transition": {
        "to_ssoc": "34343",
        "to_title": "Pastry Chef",
        "composite": 0.643,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4445,
        "wage_preservation": 0.7881,
        "training_ease": 0,
        "empirical_priority": 0.5034
      },
      "realization_scalar": 0.2394,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31161",
      "title": "Chemical engineering technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2304,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0451,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3268,
      "posterior_exposure_p50": 0.5053,
      "posterior_exposure_p90": 0.6839,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.1941,
      "v5_structural_exposure": 0.3726,
      "v5_structural_exposure_p90": 0.5512,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.018,
      "v5_demand_fragility": 0.0923,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0166,
      "v5_structural_risk_p10": 0.1173,
      "v5_structural_risk": 0.2252,
      "v5_structural_risk_p90": 0.3332,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0225,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5541,
      "v5_adaptation_capacity": 0.4105,
      "v5_adaptation_buffer": 0.0821,
      "v5_transition_adjusted_risk": 0.2067,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0567,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0052,
      "delta_vs_live_transition": -0.0237,
      "best_transition": {
        "to_ssoc": "31163",
        "to_title": "Chemical engineering technician (petrochemicals)",
        "composite": 0.6866,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4942,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5596
      },
      "realization_scalar": 0.2985,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31163",
      "title": "Chemical engineering technician (petrochemicals)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.229,
      "live_risk_band": "moderate",
      "live_augmentation": 0.047,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3268,
      "posterior_exposure_p50": 0.5053,
      "posterior_exposure_p90": 0.6839,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.1954,
      "v5_structural_exposure": 0.3739,
      "v5_structural_exposure_p90": 0.5525,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0188,
      "v5_demand_fragility": 0.0923,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0166,
      "v5_structural_risk_p10": 0.1174,
      "v5_structural_risk": 0.2246,
      "v5_structural_risk_p90": 0.3319,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0235,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5274,
      "v5_adaptation_capacity": 0.4,
      "v5_adaptation_buffer": 0.08,
      "v5_transition_adjusted_risk": 0.2066,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0567,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0044,
      "delta_vs_live_transition": -0.0224,
      "best_transition": {
        "to_ssoc": "31571",
        "to_title": "Air transport service supervisor",
        "composite": 0.6331,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4452,
        "wage_preservation": 0.9676,
        "training_ease": 0,
        "empirical_priority": 0.5299
      },
      "realization_scalar": 0.2989,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31111",
      "title": "Chemistry technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3315,
      "live_risk_band": "high",
      "live_augmentation": 0.1133,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3368,
      "posterior_exposure_p50": 0.5154,
      "posterior_exposure_p90": 0.694,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.4284,
      "v5_structural_exposure": 0.607,
      "v5_structural_exposure_p90": 0.7856,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2957,
      "task_mode_copilot_share": 0.3623,
      "task_mode_human_led_share": 0.3421,
      "task_mode_effective_coverage": 0.2077,
      "task_mode_automation_pressure": 0.1027,
      "task_mode_augmentation_upside": 0.0558,
      "task_mode_concentration": 0.1231,
      "v5_effective_augmentation": 0.0595,
      "v5_demand_fragility": 0.1084,
      "v5_reallocation_capacity": 0.8899,
      "v5_concentration_adjustment": 1.0195,
      "v5_structural_risk_p10": 0.227,
      "v5_structural_risk": 0.3217,
      "v5_structural_risk_p90": 0.4163,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0604,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5621,
      "v5_adaptation_capacity": 0.417,
      "v5_adaptation_buffer": 0.0834,
      "v5_transition_adjusted_risk": 0.2948,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0793,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0098,
      "delta_vs_live_transition": -0.0367,
      "best_transition": {
        "to_ssoc": "31213",
        "to_title": "Marine surveyor (ship and nautical)",
        "composite": 0.6792,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4954,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5582
      },
      "realization_scalar": 0.2919,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31121",
      "title": "Civil engineering technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1203,
      "live_risk_band": "low",
      "live_augmentation": 0.122,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3033,
      "posterior_exposure_p50": 0.4704,
      "posterior_exposure_p90": 0.6375,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.3471,
      "v5_structural_exposure": 0.5142,
      "v5_structural_exposure_p90": 0.6813,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4451,
      "task_mode_copilot_share": 0.3211,
      "task_mode_human_led_share": 0.2338,
      "task_mode_effective_coverage": 0.0672,
      "task_mode_automation_pressure": 0.0389,
      "task_mode_augmentation_upside": 0.0126,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0423,
      "v5_demand_fragility": 0.1371,
      "v5_reallocation_capacity": 0.0832,
      "v5_concentration_adjustment": 1.0247,
      "v5_structural_risk_p10": 0.0907,
      "v5_structural_risk": 0.1343,
      "v5_structural_risk_p90": 0.178,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0497,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5267,
      "v5_adaptation_capacity": 0.2887,
      "v5_adaptation_buffer": 0.0577,
      "v5_transition_adjusted_risk": 0.1265,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0332,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.014,
      "delta_vs_live_transition": 0.0062,
      "best_transition": {
        "to_ssoc": "31111",
        "to_title": "Chemistry technician",
        "composite": 0.614,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4906,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5894
      },
      "realization_scalar": 0.2828,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31183",
      "title": "Civil/Structural engineering draughtsman",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1415,
      "live_risk_band": "low",
      "live_augmentation": 0.0623,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2669,
      "posterior_exposure_p50": 0.441,
      "posterior_exposure_p90": 0.6152,
      "posterior_interval_width_80": 0.3483,
      "v5_structural_exposure_p10": 0.3243,
      "v5_structural_exposure": 0.4984,
      "v5_structural_exposure_p90": 0.6726,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4451,
      "task_mode_copilot_share": 0.3211,
      "task_mode_human_led_share": 0.2338,
      "task_mode_effective_coverage": 0.0672,
      "task_mode_automation_pressure": 0.0389,
      "task_mode_augmentation_upside": 0.0126,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0243,
      "v5_demand_fragility": 0.1371,
      "v5_reallocation_capacity": 0.0832,
      "v5_concentration_adjustment": 1.0247,
      "v5_structural_risk_p10": 0.1118,
      "v5_structural_risk": 0.1718,
      "v5_structural_risk_p90": 0.2318,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0272,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5667,
      "v5_adaptation_capacity": 0.3005,
      "v5_adaptation_buffer": 0.0601,
      "v5_transition_adjusted_risk": 0.1615,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0432,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0303,
      "delta_vs_live_transition": 0.02,
      "best_transition": {
        "to_ssoc": "31181",
        "to_title": "Mechanical draughtsman",
        "composite": 0.6849,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4924,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5588
      },
      "realization_scalar": 0.2882,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33311",
      "title": "Clearing and forwarding agent",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.7937,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0014,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5595,
      "posterior_exposure_p50": 0.7226,
      "posterior_exposure_p90": 0.8856,
      "posterior_interval_width_80": 0.3261,
      "v5_structural_exposure_p10": 0.5739,
      "v5_structural_exposure": 0.737,
      "v5_structural_exposure_p90": 0.9,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3356,
      "task_mode_copilot_share": 0.3644,
      "task_mode_human_led_share": 0.2999,
      "task_mode_effective_coverage": 0.2399,
      "task_mode_automation_pressure": 0.1246,
      "task_mode_augmentation_upside": 0.0579,
      "task_mode_concentration": 0.3361,
      "v5_effective_augmentation": 0.0269,
      "v5_demand_fragility": 0.1183,
      "v5_reallocation_capacity": 0.6974,
      "v5_concentration_adjustment": 1.0213,
      "v5_structural_risk_p10": 0.5285,
      "v5_structural_risk": 0.6787,
      "v5_structural_risk_p90": 0.8288,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0191,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.7259,
      "v5_adaptation_capacity": 0.451,
      "v5_adaptation_buffer": 0.0902,
      "v5_transition_adjusted_risk": 0.6175,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.1841,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.115,
      "delta_vs_live_transition": -0.1762,
      "best_transition": {
        "to_ssoc": "33393",
        "to_title": "International market agent/representative (e.g. junket operator)",
        "composite": 0.7681,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.7424,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.7348
      },
      "realization_scalar": 0.3228,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31412",
      "title": "Clinical research coordinator",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2572,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0748,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3394,
      "posterior_exposure_p50": 0.5065,
      "posterior_exposure_p90": 0.6735,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.3273,
      "v5_structural_exposure": 0.4944,
      "v5_structural_exposure_p90": 0.6614,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3363,
      "task_mode_copilot_share": 0.41,
      "task_mode_human_led_share": 0.2536,
      "task_mode_effective_coverage": 0.0333,
      "task_mode_automation_pressure": 0.0179,
      "task_mode_augmentation_upside": 0.0075,
      "task_mode_concentration": 0.3242,
      "v5_effective_augmentation": 0.0302,
      "v5_demand_fragility": 0.0992,
      "v5_reallocation_capacity": 0.708,
      "v5_concentration_adjustment": 1.0179,
      "v5_structural_risk_p10": 0.1742,
      "v5_structural_risk": 0.2632,
      "v5_structural_risk_p90": 0.3521,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0359,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5704,
      "v5_adaptation_capacity": 0.3847,
      "v5_adaptation_buffer": 0.0769,
      "v5_transition_adjusted_risk": 0.2429,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0671,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.006,
      "delta_vs_live_transition": -0.0143,
      "best_transition": {
        "to_ssoc": "31213",
        "to_title": "Marine surveyor (ship and nautical)",
        "composite": 0.6269,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.51,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5971
      },
      "realization_scalar": 0.3002,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "32530",
      "title": "Community health worker",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1257,
      "live_risk_band": "low",
      "live_augmentation": 0.0412,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2163,
      "posterior_exposure_p50": 0.3949,
      "posterior_exposure_p90": 0.5735,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.1346,
      "v5_structural_exposure": 0.3132,
      "v5_structural_exposure_p90": 0.4918,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0134,
      "v5_demand_fragility": 0.1282,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0231,
      "v5_structural_risk_p10": 0.0657,
      "v5_structural_risk": 0.1529,
      "v5_structural_risk_p90": 0.2401,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0168,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5424,
      "v5_adaptation_capacity": 0.4029,
      "v5_adaptation_buffer": 0.0806,
      "v5_transition_adjusted_risk": 0.1406,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0331,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0272,
      "delta_vs_live_transition": 0.0149,
      "best_transition": {
        "to_ssoc": "32571",
        "to_title": "Environmental inspector (environmental public health)",
        "composite": 0.6494,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4554,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5414
      },
      "realization_scalar": 0.2542,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "35110",
      "title": "Computer systems operator",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5104,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0838,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4725,
      "posterior_exposure_p50": 0.6511,
      "posterior_exposure_p90": 0.8297,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.4988,
      "v5_structural_exposure": 0.6774,
      "v5_structural_exposure_p90": 0.856,
      "task_mode_blend_weight": 0.4399,
      "task_mode_matched_task_weight_share": 0.9798,
      "task_mode_delegable_share": 0.303,
      "task_mode_copilot_share": 0.3769,
      "task_mode_human_led_share": 0.3201,
      "task_mode_effective_coverage": 0.1783,
      "task_mode_automation_pressure": 0.0898,
      "task_mode_augmentation_upside": 0.0461,
      "task_mode_concentration": 0.0869,
      "v5_effective_augmentation": 0.0469,
      "v5_demand_fragility": 0.1944,
      "v5_reallocation_capacity": 0.9222,
      "v5_concentration_adjustment": 1.035,
      "v5_structural_risk_p10": 0.3313,
      "v5_structural_risk": 0.4499,
      "v5_structural_risk_p90": 0.5685,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0471,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5688,
      "v5_adaptation_capacity": 0.4155,
      "v5_adaptation_buffer": 0.0831,
      "v5_transition_adjusted_risk": 0.4125,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1164,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0605,
      "delta_vs_live_transition": -0.0979,
      "best_transition": {
        "to_ssoc": "34221",
        "to_title": "Sports coach",
        "composite": 0.6588,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.555,
        "wage_preservation": 0.9025,
        "training_ease": 0.3,
        "empirical_priority": 0.6
      },
      "realization_scalar": 0.3005,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33493",
      "title": "Crewing executive (ship)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.282,
      "live_risk_band": "moderate",
      "live_augmentation": 0.073,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4558,
      "posterior_exposure_p50": 0.6217,
      "posterior_exposure_p90": 0.7875,
      "posterior_interval_width_80": 0.3317,
      "v5_structural_exposure_p10": 0.2721,
      "v5_structural_exposure": 0.438,
      "v5_structural_exposure_p90": 0.6038,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0235,
      "v5_demand_fragility": 0.0667,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.012,
      "v5_structural_risk_p10": 0.1428,
      "v5_structural_risk": 0.2299,
      "v5_structural_risk_p90": 0.3169,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0294,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5591,
      "v5_adaptation_capacity": 0.4154,
      "v5_adaptation_buffer": 0.0831,
      "v5_transition_adjusted_risk": 0.2108,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0571,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0521,
      "delta_vs_live_transition": -0.0712,
      "best_transition": {
        "to_ssoc": "33394",
        "to_title": "Safety and security consultant",
        "composite": 0.6267,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5065,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5962
      },
      "realization_scalar": 0.2968,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "32143",
      "title": "Dental technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0366,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0826,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1621,
      "posterior_exposure_p50": 0.3407,
      "posterior_exposure_p90": 0.5194,
      "posterior_interval_width_80": 0.3573,
      "v5_structural_exposure_p10": 0.2362,
      "v5_structural_exposure": 0.4148,
      "v5_structural_exposure_p90": 0.5935,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3591,
      "task_mode_copilot_share": 0.2955,
      "task_mode_human_led_share": 0.3454,
      "task_mode_effective_coverage": 0.0411,
      "task_mode_automation_pressure": 0.021,
      "task_mode_augmentation_upside": 0.0102,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0269,
      "v5_demand_fragility": 0.1548,
      "v5_reallocation_capacity": 0.0961,
      "v5_concentration_adjustment": 1.0279,
      "v5_structural_risk_p10": 0.0296,
      "v5_structural_risk": 0.052,
      "v5_structural_risk_p90": 0.0744,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0311,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5818,
      "v5_adaptation_capacity": 0.3097,
      "v5_adaptation_buffer": 0.0619,
      "v5_transition_adjusted_risk": 0.0488,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0112,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0154,
      "delta_vs_live_transition": 0.0122,
      "best_transition": {
        "to_ssoc": "32111",
        "to_title": "Sonographer",
        "composite": 0.6378,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5153,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.601
      },
      "realization_scalar": 0.2468,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31131",
      "title": "Electrical engineering technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1601,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0605,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2366,
      "posterior_exposure_p50": 0.4037,
      "posterior_exposure_p90": 0.5708,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.2282,
      "v5_structural_exposure": 0.3953,
      "v5_structural_exposure_p90": 0.5624,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3393,
      "task_mode_copilot_share": 0.3496,
      "task_mode_human_led_share": 0.311,
      "task_mode_effective_coverage": 0.0125,
      "task_mode_automation_pressure": 0.0064,
      "task_mode_augmentation_upside": 0.003,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0236,
      "v5_demand_fragility": 0.1003,
      "v5_reallocation_capacity": 0.0991,
      "v5_concentration_adjustment": 1.0181,
      "v5_structural_risk_p10": 0.1126,
      "v5_structural_risk": 0.195,
      "v5_structural_risk_p90": 0.2775,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0288,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5562,
      "v5_adaptation_capacity": 0.2979,
      "v5_adaptation_buffer": 0.0596,
      "v5_transition_adjusted_risk": 0.1834,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0497,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0349,
      "delta_vs_live_transition": 0.0233,
      "best_transition": {
        "to_ssoc": "31132",
        "to_title": "Lift technician",
        "composite": 0.6849,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4923,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5588
      },
      "realization_scalar": 0.2945,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31182",
      "title": "Electrical/Electronics draughtsman",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1488,
      "live_risk_band": "low",
      "live_augmentation": 0.0928,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2693,
      "posterior_exposure_p50": 0.4434,
      "posterior_exposure_p90": 0.6175,
      "posterior_interval_width_80": 0.3482,
      "v5_structural_exposure_p10": 0.3336,
      "v5_structural_exposure": 0.5077,
      "v5_structural_exposure_p90": 0.6818,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.361,
      "task_mode_copilot_share": 0.3677,
      "task_mode_human_led_share": 0.2713,
      "task_mode_effective_coverage": 0.0795,
      "task_mode_automation_pressure": 0.0428,
      "task_mode_augmentation_upside": 0.0178,
      "task_mode_concentration": 0.3432,
      "v5_effective_augmentation": 0.0356,
      "v5_demand_fragility": 0.11,
      "v5_reallocation_capacity": 0.6897,
      "v5_concentration_adjustment": 1.0198,
      "v5_structural_risk_p10": 0.1107,
      "v5_structural_risk": 0.1684,
      "v5_structural_risk_p90": 0.2261,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.04,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5636,
      "v5_adaptation_capacity": 0.3816,
      "v5_adaptation_buffer": 0.0763,
      "v5_transition_adjusted_risk": 0.1555,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0411,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0196,
      "delta_vs_live_transition": 0.0067,
      "best_transition": {
        "to_ssoc": "31181",
        "to_title": "Mechanical draughtsman",
        "composite": 0.6871,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.495,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.56
      },
      "realization_scalar": 0.2863,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31141",
      "title": "Electronics engineering technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1472,
      "live_risk_band": "low",
      "live_augmentation": 0.0554,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2384,
      "posterior_exposure_p50": 0.4171,
      "posterior_exposure_p90": 0.5957,
      "posterior_interval_width_80": 0.3573,
      "v5_structural_exposure_p10": 0.2252,
      "v5_structural_exposure": 0.4039,
      "v5_structural_exposure_p90": 0.5825,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3393,
      "task_mode_copilot_share": 0.3496,
      "task_mode_human_led_share": 0.311,
      "task_mode_effective_coverage": 0.0125,
      "task_mode_automation_pressure": 0.0064,
      "task_mode_augmentation_upside": 0.003,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0204,
      "v5_demand_fragility": 0.1003,
      "v5_reallocation_capacity": 0.0991,
      "v5_concentration_adjustment": 1.0181,
      "v5_structural_risk_p10": 0.0999,
      "v5_structural_risk": 0.1792,
      "v5_structural_risk_p90": 0.2584,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0247,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5606,
      "v5_adaptation_capacity": 0.2986,
      "v5_adaptation_buffer": 0.0597,
      "v5_transition_adjusted_risk": 0.1685,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0453,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.032,
      "delta_vs_live_transition": 0.0213,
      "best_transition": {
        "to_ssoc": "31142",
        "to_title": "Semi-conductor technician",
        "composite": 0.7082,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5176,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5705
      },
      "realization_scalar": 0.292,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33330",
      "title": "Employment agent/Labour contractor",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5282,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0567,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4452,
      "posterior_exposure_p50": 0.6238,
      "posterior_exposure_p90": 0.8024,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.5042,
      "v5_structural_exposure": 0.6828,
      "v5_structural_exposure_p90": 0.8614,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3356,
      "task_mode_copilot_share": 0.3644,
      "task_mode_human_led_share": 0.2999,
      "task_mode_effective_coverage": 0.2399,
      "task_mode_automation_pressure": 0.1246,
      "task_mode_augmentation_upside": 0.0579,
      "task_mode_concentration": 0.3361,
      "v5_effective_augmentation": 0.048,
      "v5_demand_fragility": 0.1183,
      "v5_reallocation_capacity": 0.6974,
      "v5_concentration_adjustment": 1.0213,
      "v5_structural_risk_p10": 0.3588,
      "v5_structural_risk": 0.4858,
      "v5_structural_risk_p90": 0.6129,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0455,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6411,
      "v5_adaptation_capacity": 0.4225,
      "v5_adaptation_buffer": 0.0845,
      "v5_transition_adjusted_risk": 0.4448,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1269,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0424,
      "delta_vs_live_transition": -0.0834,
      "best_transition": {
        "to_ssoc": "33394",
        "to_title": "Safety and security consultant",
        "composite": 0.7406,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.6347,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6543
      },
      "realization_scalar": 0.3089,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "32200",
      "title": "Enrolled/Assistant nurse (excluding registered nurse)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0446,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0972,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1423,
      "posterior_exposure_p50": 0.3082,
      "posterior_exposure_p90": 0.474,
      "posterior_interval_width_80": 0.3317,
      "v5_structural_exposure_p10": 0.2188,
      "v5_structural_exposure": 0.3847,
      "v5_structural_exposure_p90": 0.5505,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2412,
      "task_mode_copilot_share": 0.3122,
      "task_mode_human_led_share": 0.4466,
      "task_mode_effective_coverage": 0.0339,
      "task_mode_automation_pressure": 0.0149,
      "task_mode_augmentation_upside": 0.0111,
      "task_mode_concentration": 0.1487,
      "v5_effective_augmentation": 0.0389,
      "v5_demand_fragility": 0.1313,
      "v5_reallocation_capacity": 0.8682,
      "v5_concentration_adjustment": 1.0236,
      "v5_structural_risk_p10": 0.0439,
      "v5_structural_risk": 0.0772,
      "v5_structural_risk_p90": 0.1104,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0458,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5296,
      "v5_adaptation_capacity": 0.3902,
      "v5_adaptation_buffer": 0.078,
      "v5_transition_adjusted_risk": 0.0711,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0161,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0326,
      "delta_vs_live_transition": 0.0265,
      "best_transition": {
        "to_ssoc": "32111",
        "to_title": "Sonographer",
        "composite": 0.6278,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4329,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5308
      },
      "realization_scalar": 0.2449,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "32571",
      "title": "Environmental inspector (environmental public health)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1951,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0993,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2386,
      "posterior_exposure_p50": 0.4172,
      "posterior_exposure_p90": 0.5957,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.3096,
      "v5_structural_exposure": 0.4882,
      "v5_structural_exposure_p90": 0.6667,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3687,
      "task_mode_copilot_share": 0.3552,
      "task_mode_human_led_share": 0.2761,
      "task_mode_effective_coverage": 0.0703,
      "task_mode_automation_pressure": 0.0379,
      "task_mode_augmentation_upside": 0.0157,
      "task_mode_concentration": 0.0795,
      "v5_effective_augmentation": 0.0374,
      "v5_demand_fragility": 0.1318,
      "v5_reallocation_capacity": 0.928,
      "v5_concentration_adjustment": 1.0237,
      "v5_structural_risk_p10": 0.1419,
      "v5_structural_risk": 0.2237,
      "v5_structural_risk_p90": 0.3055,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0428,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4947,
      "v5_adaptation_capacity": 0.3833,
      "v5_adaptation_buffer": 0.0767,
      "v5_transition_adjusted_risk": 0.2066,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0481,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0286,
      "delta_vs_live_transition": 0.0115,
      "best_transition": {
        "to_ssoc": "32572",
        "to_title": "Occupational health and safety inspector",
        "composite": 0.668,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.472,
        "wage_preservation": 0.7328,
        "training_ease": 0,
        "empirical_priority": 0.5071
      },
      "realization_scalar": 0.2512,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33320",
      "title": "Exhibition/Conference/Event planner (including wedding planner/coordinator)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2752,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1253,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4928,
      "posterior_exposure_p50": 0.6558,
      "posterior_exposure_p90": 0.8189,
      "posterior_interval_width_80": 0.3261,
      "v5_structural_exposure_p10": 0.4586,
      "v5_structural_exposure": 0.6216,
      "v5_structural_exposure_p90": 0.7847,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3312,
      "task_mode_copilot_share": 0.3733,
      "task_mode_human_led_share": 0.2955,
      "task_mode_effective_coverage": 0.072,
      "task_mode_automation_pressure": 0.0374,
      "task_mode_augmentation_upside": 0.0174,
      "task_mode_concentration": 0.5048,
      "v5_effective_augmentation": 0.043,
      "v5_demand_fragility": 0.0899,
      "v5_reallocation_capacity": 0.5459,
      "v5_concentration_adjustment": 1.0162,
      "v5_structural_risk_p10": 0.1794,
      "v5_structural_risk": 0.2431,
      "v5_structural_risk_p90": 0.3069,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0494,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5689,
      "v5_adaptation_capacity": 0.3694,
      "v5_adaptation_buffer": 0.0739,
      "v5_transition_adjusted_risk": 0.2252,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0591,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0321,
      "delta_vs_live_transition": -0.05,
      "best_transition": {
        "to_ssoc": "33330",
        "to_title": "Employment agent/Labour contractor",
        "composite": 0.6319,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5092,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5981
      },
      "realization_scalar": 0.2857,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33121",
      "title": "Financial markets back office administrator",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4723,
      "live_risk_band": "high",
      "live_augmentation": 0.0649,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.542,
      "posterior_exposure_p50": 0.7091,
      "posterior_exposure_p90": 0.8762,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.4352,
      "v5_structural_exposure": 0.6023,
      "v5_structural_exposure_p90": 0.7694,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2876,
      "task_mode_copilot_share": 0.4288,
      "task_mode_human_led_share": 0.2836,
      "task_mode_effective_coverage": 0.0315,
      "task_mode_automation_pressure": 0.0161,
      "task_mode_augmentation_upside": 0.0079,
      "task_mode_concentration": 0.5012,
      "v5_effective_augmentation": 0.0435,
      "v5_demand_fragility": 0.0766,
      "v5_reallocation_capacity": 0.5523,
      "v5_concentration_adjustment": 1.0138,
      "v5_structural_risk_p10": 0.2956,
      "v5_structural_risk": 0.4091,
      "v5_structural_risk_p90": 0.5225,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0524,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4746,
      "v5_adaptation_capacity": 0.3284,
      "v5_adaptation_buffer": 0.0657,
      "v5_transition_adjusted_risk": 0.3822,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0661,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0632,
      "delta_vs_live_transition": -0.0901,
      "best_transition": {
        "to_ssoc": "12111",
        "to_title": "Budgeting and financial accounting manager (including financial controller)",
        "composite": 0.6428,
        "observed_transition_rate": null,
        "destination_quality": 0.5344,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5874
      },
      "realization_scalar": 0.1889,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31711",
      "title": "Fire and safety inspector",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0351,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0779,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1669,
      "posterior_exposure_p50": 0.3327,
      "posterior_exposure_p90": 0.4986,
      "posterior_interval_width_80": 0.3317,
      "v5_structural_exposure_p10": 0.1138,
      "v5_structural_exposure": 0.2796,
      "v5_structural_exposure_p90": 0.4455,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0246,
      "v5_demand_fragility": 0.0923,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0166,
      "v5_structural_risk_p10": 0.0212,
      "v5_structural_risk": 0.0521,
      "v5_structural_risk_p90": 0.083,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0307,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5303,
      "v5_adaptation_capacity": 0.4032,
      "v5_adaptation_buffer": 0.0806,
      "v5_transition_adjusted_risk": 0.0479,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0125,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.017,
      "delta_vs_live_transition": 0.0128,
      "best_transition": {
        "to_ssoc": "31720",
        "to_title": "Safety inspector (vehicles, processes and products)",
        "composite": 0.6131,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4176,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5236
      },
      "realization_scalar": 0.2849,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31593",
      "title": "Flight operations officer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1407,
      "live_risk_band": "low",
      "live_augmentation": 0.0803,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2194,
      "posterior_exposure_p50": 0.4094,
      "posterior_exposure_p90": 0.5994,
      "posterior_interval_width_80": 0.38,
      "v5_structural_exposure_p10": 0.3159,
      "v5_structural_exposure": 0.5059,
      "v5_structural_exposure_p90": 0.6959,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0329,
      "v5_demand_fragility": 0.1306,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0235,
      "v5_structural_risk_p10": 0.1062,
      "v5_structural_risk": 0.17,
      "v5_structural_risk_p90": 0.2339,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0357,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.555,
      "v5_adaptation_capacity": 0.339,
      "v5_adaptation_buffer": 0.0678,
      "v5_transition_adjusted_risk": 0.1585,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0422,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0293,
      "delta_vs_live_transition": 0.0178,
      "best_transition": {
        "to_ssoc": "31594",
        "to_title": "Air cargo officer",
        "composite": 0.6756,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4835,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5545
      },
      "realization_scalar": 0.2873,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31522",
      "title": "Harbour pilot",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0271,
      "live_risk_band": "very_low",
      "live_augmentation": 0.037,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.133,
      "posterior_exposure_p50": 0.3,
      "posterior_exposure_p90": 0.4671,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.0948,
      "v5_structural_exposure": 0.2618,
      "v5_structural_exposure_p90": 0.4289,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0122,
      "v5_demand_fragility": 0.0923,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0166,
      "v5_structural_risk_p10": 0.0189,
      "v5_structural_risk": 0.0522,
      "v5_structural_risk_p90": 0.0854,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0153,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4559,
      "v5_adaptation_capacity": 0.3687,
      "v5_adaptation_buffer": 0.0737,
      "v5_transition_adjusted_risk": 0.0483,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0131,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0251,
      "delta_vs_live_transition": 0.0212,
      "best_transition": {
        "to_ssoc": "31571",
        "to_title": "Air transport service supervisor",
        "composite": 0.5366,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4027,
        "wage_preservation": 0.6286,
        "training_ease": 0.3,
        "empirical_priority": 0.4903
      },
      "realization_scalar": 0.2943,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "36203",
      "title": "Information technology trainer (extracurriculum)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4347,
      "live_risk_band": "high",
      "live_augmentation": 0.1808,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5259,
      "posterior_exposure_p50": 0.7159,
      "posterior_exposure_p90": 0.9058,
      "posterior_interval_width_80": 0.3799,
      "v5_structural_exposure_p10": 0.5254,
      "v5_structural_exposure": 0.7154,
      "v5_structural_exposure_p90": 0.9053,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2958,
      "task_mode_copilot_share": 0.3625,
      "task_mode_human_led_share": 0.3417,
      "task_mode_effective_coverage": 0.1867,
      "task_mode_automation_pressure": 0.092,
      "task_mode_augmentation_upside": 0.0502,
      "task_mode_concentration": 0.0262,
      "v5_effective_augmentation": 0.0908,
      "v5_demand_fragility": 0.0287,
      "v5_reallocation_capacity": 0.9766,
      "v5_concentration_adjustment": 1.0052,
      "v5_structural_risk_p10": 0.2677,
      "v5_structural_risk": 0.3645,
      "v5_structural_risk_p90": 0.4612,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.101,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4966,
      "v5_adaptation_capacity": 0.4148,
      "v5_adaptation_buffer": 0.083,
      "v5_transition_adjusted_risk": 0.3342,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0789,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0702,
      "delta_vs_live_transition": -0.1005,
      "best_transition": {
        "to_ssoc": "13420",
        "to_title": "Health services manager",
        "composite": 0.6431,
        "observed_transition_rate": null,
        "destination_quality": 0.5335,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5871
      },
      "realization_scalar": 0.2606,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31144",
      "title": "Instrumentation technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1172,
      "live_risk_band": "low",
      "live_augmentation": 0.0534,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.23,
      "posterior_exposure_p50": 0.4086,
      "posterior_exposure_p90": 0.5871,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.1434,
      "v5_structural_exposure": 0.322,
      "v5_structural_exposure_p90": 0.5005,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0185,
      "v5_demand_fragility": 0.0923,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0166,
      "v5_structural_risk_p10": 0.062,
      "v5_structural_risk": 0.1393,
      "v5_structural_risk_p90": 0.2165,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0231,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5683,
      "v5_adaptation_capacity": 0.4164,
      "v5_adaptation_buffer": 0.0833,
      "v5_transition_adjusted_risk": 0.1277,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0343,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0221,
      "delta_vs_live_transition": 0.0105,
      "best_transition": {
        "to_ssoc": "31142",
        "to_title": "Semi-conductor technician",
        "composite": 0.7001,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5081,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5662
      },
      "realization_scalar": 0.2922,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33211",
      "title": "Insurance sales agent/broker (including independent financial planner)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.6801,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0032,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5236,
      "posterior_exposure_p50": 0.6906,
      "posterior_exposure_p90": 0.8577,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.5263,
      "v5_structural_exposure": 0.6933,
      "v5_structural_exposure_p90": 0.8604,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2428,
      "task_mode_copilot_share": 0.3306,
      "task_mode_human_led_share": 0.4266,
      "task_mode_effective_coverage": 0.1628,
      "task_mode_automation_pressure": 0.0726,
      "task_mode_augmentation_upside": 0.0519,
      "task_mode_concentration": 0.2567,
      "v5_effective_augmentation": 0.048,
      "v5_demand_fragility": 0.0925,
      "v5_reallocation_capacity": 0.7725,
      "v5_concentration_adjustment": 1.0166,
      "v5_structural_risk_p10": 0.4473,
      "v5_structural_risk": 0.5892,
      "v5_structural_risk_p90": 0.7313,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.047,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6378,
      "v5_adaptation_capacity": 0.4307,
      "v5_adaptation_buffer": 0.0861,
      "v5_transition_adjusted_risk": 0.5385,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.0401,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0909,
      "delta_vs_live_transition": -0.1416,
      "best_transition": {
        "to_ssoc": "12222",
        "to_title": "Marketing manager",
        "composite": 0.6967,
        "observed_transition_rate": null,
        "destination_quality": 0.5966,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6369
      },
      "realization_scalar": 0.081,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "34321",
      "title": "Interior designer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2565,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0231,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2918,
      "posterior_exposure_p50": 0.4703,
      "posterior_exposure_p90": 0.6489,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.1873,
      "v5_structural_exposure": 0.3658,
      "v5_structural_exposure_p90": 0.5444,
      "task_mode_blend_weight": 0.4111,
      "task_mode_matched_task_weight_share": 0.9222,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0126,
      "v5_demand_fragility": 0.0821,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0148,
      "v5_structural_risk_p10": 0.1366,
      "v5_structural_risk": 0.2668,
      "v5_structural_risk_p90": 0.397,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0158,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4717,
      "v5_adaptation_capacity": 0.3756,
      "v5_adaptation_buffer": 0.0751,
      "v5_transition_adjusted_risk": 0.2467,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0817,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0103,
      "delta_vs_live_transition": -0.0098,
      "best_transition": {
        "to_ssoc": "21621",
        "to_title": "Landscape architect",
        "composite": 0.5795,
        "observed_transition_rate": 0.0984,
        "destination_quality": 0.4614,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.4775
      },
      "realization_scalar": 0.3614,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33393",
      "title": "International market agent/representative (e.g. junket operator)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3056,
      "live_risk_band": "high",
      "live_augmentation": 0.2643,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4871,
      "posterior_exposure_p50": 0.6541,
      "posterior_exposure_p90": 0.8212,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.5133,
      "v5_structural_exposure": 0.6803,
      "v5_structural_exposure_p90": 0.8474,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3002,
      "task_mode_copilot_share": 0.375,
      "task_mode_human_led_share": 0.3248,
      "task_mode_effective_coverage": 0.185,
      "task_mode_automation_pressure": 0.0926,
      "task_mode_augmentation_upside": 0.0483,
      "task_mode_concentration": 0.2264,
      "v5_effective_augmentation": 0.0965,
      "v5_demand_fragility": 0.0931,
      "v5_reallocation_capacity": 0.7974,
      "v5_concentration_adjustment": 1.0168,
      "v5_structural_risk_p10": 0.1997,
      "v5_structural_risk": 0.2647,
      "v5_structural_risk_p90": 0.3298,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.1086,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.484,
      "v5_adaptation_capacity": 0.3863,
      "v5_adaptation_buffer": 0.0773,
      "v5_transition_adjusted_risk": 0.2443,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0629,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0409,
      "delta_vs_live_transition": -0.0613,
      "best_transition": {
        "to_ssoc": "33394",
        "to_title": "Safety and security consultant",
        "composite": 0.7448,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5556,
        "wage_preservation": 0.8728,
        "training_ease": 0,
        "empirical_priority": 0.568
      },
      "realization_scalar": 0.2802,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "35121",
      "title": "IT Infrastructure technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.4389,
      "live_risk_band": "high",
      "live_augmentation": 0.084,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.4608,
      "posterior_exposure_p50": 0.6427,
      "posterior_exposure_p90": 0.8247,
      "posterior_interval_width_80": 0.3639,
      "v5_structural_exposure_p10": 0.4608,
      "v5_structural_exposure": 0.6427,
      "v5_structural_exposure_p90": 0.8247,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0437,
      "v5_demand_fragility": 0.9231,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1662,
      "v5_structural_risk_p10": 0.3123,
      "v5_structural_risk": 0.4356,
      "v5_structural_risk_p90": 0.5589,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0437,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5865,
      "v5_adaptation_capacity": 0.3418,
      "v5_adaptation_buffer": 0.0684,
      "v5_transition_adjusted_risk": 0.4058,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0704,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0033,
      "delta_vs_live_transition": -0.0331,
      "best_transition": {
        "to_ssoc": "35122",
        "to_title": "IT security technician",
        "composite": 0.7543,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5705,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5942
      },
      "realization_scalar": 0.1599,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "35122",
      "title": "IT security technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2884,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0911,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4449,
      "posterior_exposure_p50": 0.6235,
      "posterior_exposure_p90": 0.802,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.2617,
      "v5_structural_exposure": 0.4403,
      "v5_structural_exposure_p90": 0.6188,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0312,
      "v5_demand_fragility": 0.1846,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0332,
      "v5_structural_risk_p10": 0.1464,
      "v5_structural_risk": 0.2463,
      "v5_structural_risk_p90": 0.3462,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.039,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5541,
      "v5_adaptation_capacity": 0.4119,
      "v5_adaptation_buffer": 0.0824,
      "v5_transition_adjusted_risk": 0.226,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0624,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0421,
      "delta_vs_live_transition": -0.0624,
      "best_transition": {
        "to_ssoc": "35110",
        "to_title": "Computer systems operator",
        "composite": 0.6063,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4826,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5856
      },
      "realization_scalar": 0.2946,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "35123",
      "title": "IT support technician (including IT user helpdesk technician)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.4137,
      "live_risk_band": "high",
      "live_augmentation": 0.122,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.4608,
      "posterior_exposure_p50": 0.6427,
      "posterior_exposure_p90": 0.8247,
      "posterior_interval_width_80": 0.3639,
      "v5_structural_exposure_p10": 0.4608,
      "v5_structural_exposure": 0.6427,
      "v5_structural_exposure_p90": 0.8247,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0635,
      "v5_demand_fragility": 0.9231,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1662,
      "v5_structural_risk_p10": 0.2943,
      "v5_structural_risk": 0.4105,
      "v5_structural_risk_p90": 0.5267,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0635,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5476,
      "v5_adaptation_capacity": 0.3342,
      "v5_adaptation_buffer": 0.0668,
      "v5_transition_adjusted_risk": 0.383,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0771,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0032,
      "delta_vs_live_transition": -0.0307,
      "best_transition": {
        "to_ssoc": "35122",
        "to_title": "IT security technician",
        "composite": 0.7291,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5409,
        "wage_preservation": 0.8823,
        "training_ease": 0,
        "empirical_priority": 0.5622
      },
      "realization_scalar": 0.1856,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "34342",
      "title": "Kitchen operations head/supervisor",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1048,
      "live_risk_band": "low",
      "live_augmentation": 0.1219,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3335,
      "posterior_exposure_p50": 0.5122,
      "posterior_exposure_p90": 0.6908,
      "posterior_interval_width_80": 0.3573,
      "v5_structural_exposure_p10": 0.3852,
      "v5_structural_exposure": 0.5639,
      "v5_structural_exposure_p90": 0.7425,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3081,
      "task_mode_copilot_share": 0.4194,
      "task_mode_human_led_share": 0.2725,
      "task_mode_effective_coverage": 0.0898,
      "task_mode_automation_pressure": 0.0467,
      "task_mode_augmentation_upside": 0.0216,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0413,
      "v5_demand_fragility": 0.1205,
      "v5_reallocation_capacity": 0.3945,
      "v5_concentration_adjustment": 1.0217,
      "v5_structural_risk_p10": 0.0725,
      "v5_structural_risk": 0.1061,
      "v5_structural_risk_p90": 0.1397,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0462,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5799,
      "v5_adaptation_capacity": 0.3539,
      "v5_adaptation_buffer": 0.0708,
      "v5_transition_adjusted_risk": 0.0986,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.026,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0013,
      "delta_vs_live_transition": -0.0062,
      "best_transition": {
        "to_ssoc": "34310",
        "to_title": "Photographer",
        "composite": 0.6383,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5158,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6013
      },
      "realization_scalar": 0.2858,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31123",
      "title": "Land surveying technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1523,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1637,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3151,
      "posterior_exposure_p50": 0.4821,
      "posterior_exposure_p90": 0.6492,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.4333,
      "v5_structural_exposure": 0.6003,
      "v5_structural_exposure_p90": 0.7674,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3607,
      "task_mode_copilot_share": 0.3793,
      "task_mode_human_led_share": 0.2601,
      "task_mode_effective_coverage": 0.2332,
      "task_mode_automation_pressure": 0.1271,
      "task_mode_augmentation_upside": 0.0514,
      "task_mode_concentration": 0.201,
      "v5_effective_augmentation": 0.0663,
      "v5_demand_fragility": 0.1226,
      "v5_reallocation_capacity": 0.8183,
      "v5_concentration_adjustment": 1.0221,
      "v5_structural_risk_p10": 0.112,
      "v5_structural_risk": 0.1552,
      "v5_structural_risk_p90": 0.1984,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.07,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.569,
      "v5_adaptation_capacity": 0.4127,
      "v5_adaptation_buffer": 0.0825,
      "v5_transition_adjusted_risk": 0.1424,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0368,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0029,
      "delta_vs_live_transition": -0.0099,
      "best_transition": {
        "to_ssoc": "31711",
        "to_title": "Fire and safety inspector",
        "composite": 0.6201,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5016,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5935
      },
      "realization_scalar": 0.2792,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31602",
      "title": "Landscape operations officer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0421,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1075,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.184,
      "posterior_exposure_p50": 0.3657,
      "posterior_exposure_p90": 0.5475,
      "posterior_interval_width_80": 0.3635,
      "v5_structural_exposure_p10": 0.3003,
      "v5_structural_exposure": 0.482,
      "v5_structural_exposure_p90": 0.6638,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0394,
      "v5_demand_fragility": 0.1306,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0235,
      "v5_structural_risk_p10": 0.0347,
      "v5_structural_risk": 0.0556,
      "v5_structural_risk_p90": 0.0766,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0438,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.544,
      "v5_adaptation_capacity": 0.3365,
      "v5_adaptation_buffer": 0.0673,
      "v5_transition_adjusted_risk": 0.0519,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0134,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0135,
      "delta_vs_live_transition": 0.0098,
      "best_transition": {
        "to_ssoc": "31601",
        "to_title": "Premises and facilities maintenance officer",
        "composite": 0.6811,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4891,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5571
      },
      "realization_scalar": 0.2796,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "36201",
      "title": "Language instructor (extracurriculum)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4401,
      "live_risk_band": "high",
      "live_augmentation": 0.1178,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5206,
      "posterior_exposure_p50": 0.7105,
      "posterior_exposure_p90": 0.9005,
      "posterior_interval_width_80": 0.3799,
      "v5_structural_exposure_p10": 0.492,
      "v5_structural_exposure": 0.6819,
      "v5_structural_exposure_p90": 0.8719,
      "task_mode_blend_weight": 0.4444,
      "task_mode_matched_task_weight_share": 0.9889,
      "task_mode_delegable_share": 0.2397,
      "task_mode_copilot_share": 0.3543,
      "task_mode_human_led_share": 0.4061,
      "task_mode_effective_coverage": 0.1218,
      "task_mode_automation_pressure": 0.0549,
      "task_mode_augmentation_upside": 0.038,
      "task_mode_concentration": 0.1558,
      "v5_effective_augmentation": 0.061,
      "v5_demand_fragility": 0.0374,
      "v5_reallocation_capacity": 0.8619,
      "v5_concentration_adjustment": 1.0067,
      "v5_structural_risk_p10": 0.2706,
      "v5_structural_risk": 0.375,
      "v5_structural_risk_p90": 0.4795,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0667,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5488,
      "v5_adaptation_capacity": 0.4102,
      "v5_adaptation_buffer": 0.082,
      "v5_transition_adjusted_risk": 0.3443,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0823,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0651,
      "delta_vs_live_transition": -0.0958,
      "best_transition": {
        "to_ssoc": "13420",
        "to_title": "Health services manager",
        "composite": 0.6447,
        "observed_transition_rate": null,
        "destination_quality": 0.5354,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5974
      },
      "realization_scalar": 0.2634,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "34110",
      "title": "Legal associate professional (e.g. paralegal)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5351,
      "live_risk_band": "very_high",
      "live_augmentation": 0.014,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4769,
      "posterior_exposure_p50": 0.644,
      "posterior_exposure_p90": 0.8111,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.4561,
      "v5_structural_exposure": 0.6232,
      "v5_structural_exposure_p90": 0.7903,
      "task_mode_blend_weight": 0.3695,
      "task_mode_matched_task_weight_share": 0.8391,
      "task_mode_delegable_share": 0.2513,
      "task_mode_copilot_share": 0.4855,
      "task_mode_human_led_share": 0.2632,
      "task_mode_effective_coverage": 0.082,
      "task_mode_automation_pressure": 0.0415,
      "task_mode_augmentation_upside": 0.021,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0395,
      "v5_demand_fragility": 0.133,
      "v5_reallocation_capacity": 0.1123,
      "v5_concentration_adjustment": 1.0239,
      "v5_structural_risk_p10": 0.3756,
      "v5_structural_risk": 0.5133,
      "v5_structural_risk_p90": 0.6509,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0441,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5632,
      "v5_adaptation_capacity": 0.3095,
      "v5_adaptation_buffer": 0.0619,
      "v5_transition_adjusted_risk": 0.4815,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1288,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0218,
      "delta_vs_live_transition": -0.0536,
      "best_transition": {
        "to_ssoc": "26112",
        "to_title": "In-house legal counsel (except judiciary, ministries and statutory boards)",
        "composite": 0.6493,
        "observed_transition_rate": 0.0984,
        "destination_quality": 0.6183,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.5799
      },
      "realization_scalar": 0.2886,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "34331",
      "title": "Library officer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1074,
      "live_risk_band": "low",
      "live_augmentation": 0.1268,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3278,
      "posterior_exposure_p50": 0.5064,
      "posterior_exposure_p90": 0.685,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.3261,
      "v5_structural_exposure": 0.5047,
      "v5_structural_exposure_p90": 0.6833,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3585,
      "task_mode_copilot_share": 0.3336,
      "task_mode_human_led_share": 0.3079,
      "task_mode_effective_coverage": 0.0406,
      "task_mode_automation_pressure": 0.0213,
      "task_mode_augmentation_upside": 0.0096,
      "task_mode_concentration": 0.415,
      "v5_effective_augmentation": 0.0393,
      "v5_demand_fragility": 0.0929,
      "v5_reallocation_capacity": 0.6249,
      "v5_concentration_adjustment": 1.0167,
      "v5_structural_risk_p10": 0.0697,
      "v5_structural_risk": 0.1078,
      "v5_structural_risk_p90": 0.146,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0467,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5604,
      "v5_adaptation_capacity": 0.3736,
      "v5_adaptation_buffer": 0.0747,
      "v5_transition_adjusted_risk": 0.0998,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.026,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0004,
      "delta_vs_live_transition": -0.0076,
      "best_transition": {
        "to_ssoc": "34310",
        "to_title": "Photographer",
        "composite": 0.6383,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5158,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6013
      },
      "realization_scalar": 0.284,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31132",
      "title": "Lift technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1732,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0564,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.2358,
      "posterior_exposure_p50": 0.406,
      "posterior_exposure_p90": 0.5762,
      "posterior_interval_width_80": 0.3404,
      "v5_structural_exposure_p10": 0.2358,
      "v5_structural_exposure": 0.406,
      "v5_structural_exposure_p90": 0.5762,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.031,
      "v5_demand_fragility": 0.4615,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0831,
      "v5_structural_risk_p10": 0.1264,
      "v5_structural_risk": 0.2176,
      "v5_structural_risk_p90": 0.3088,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.031,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5568,
      "v5_adaptation_capacity": 0.3412,
      "v5_adaptation_buffer": 0.0682,
      "v5_transition_adjusted_risk": 0.2028,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0615,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0444,
      "delta_vs_live_transition": 0.0296,
      "best_transition": {
        "to_ssoc": "31131",
        "to_title": "Electrical engineering technician",
        "composite": 0.6943,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5019,
        "wage_preservation": 0.9682,
        "training_ease": 0,
        "empirical_priority": 0.5583
      },
      "realization_scalar": 0.3058,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31595",
      "title": "Load control officer (aircraft)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1699,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0821,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2273,
      "posterior_exposure_p50": 0.4172,
      "posterior_exposure_p90": 0.6072,
      "posterior_interval_width_80": 0.3799,
      "v5_structural_exposure_p10": 0.3675,
      "v5_structural_exposure": 0.5574,
      "v5_structural_exposure_p90": 0.7474,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3298,
      "task_mode_copilot_share": 0.3642,
      "task_mode_human_led_share": 0.306,
      "task_mode_effective_coverage": 0.2097,
      "task_mode_automation_pressure": 0.1085,
      "task_mode_augmentation_upside": 0.0514,
      "task_mode_concentration": 0.0701,
      "v5_effective_augmentation": 0.042,
      "v5_demand_fragility": 0.1017,
      "v5_reallocation_capacity": 0.937,
      "v5_concentration_adjustment": 1.0183,
      "v5_structural_risk_p10": 0.1249,
      "v5_structural_risk": 0.1894,
      "v5_structural_risk_p90": 0.2539,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0396,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5571,
      "v5_adaptation_capacity": 0.4145,
      "v5_adaptation_buffer": 0.0829,
      "v5_transition_adjusted_risk": 0.1737,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0459,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0195,
      "delta_vs_live_transition": 0.0038,
      "best_transition": {
        "to_ssoc": "31594",
        "to_title": "Air cargo officer",
        "composite": 0.6833,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4926,
        "wage_preservation": 0.9934,
        "training_ease": 0,
        "empirical_priority": 0.5574
      },
      "realization_scalar": 0.287,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33461",
      "title": "Logistics/Production planner",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3131,
      "live_risk_band": "high",
      "live_augmentation": 0.1068,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4483,
      "posterior_exposure_p50": 0.6142,
      "posterior_exposure_p90": 0.7801,
      "posterior_interval_width_80": 0.3318,
      "v5_structural_exposure_p10": 0.4381,
      "v5_structural_exposure": 0.604,
      "v5_structural_exposure_p90": 0.7699,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3208,
      "task_mode_copilot_share": 0.3684,
      "task_mode_human_led_share": 0.3108,
      "task_mode_effective_coverage": 0.0837,
      "task_mode_automation_pressure": 0.0428,
      "task_mode_augmentation_upside": 0.0209,
      "task_mode_concentration": 0.1216,
      "v5_effective_augmentation": 0.0473,
      "v5_demand_fragility": 0.0731,
      "v5_reallocation_capacity": 0.8908,
      "v5_concentration_adjustment": 1.0132,
      "v5_structural_risk_p10": 0.209,
      "v5_structural_risk": 0.2881,
      "v5_structural_risk_p90": 0.3673,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0539,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5276,
      "v5_adaptation_capacity": 0.3978,
      "v5_adaptation_buffer": 0.0796,
      "v5_transition_adjusted_risk": 0.2652,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0412,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.025,
      "delta_vs_live_transition": -0.0479,
      "best_transition": {
        "to_ssoc": "13244",
        "to_title": "Postal service manager",
        "composite": 0.6482,
        "observed_transition_rate": null,
        "destination_quality": 0.4649,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5196
      },
      "realization_scalar": 0.1697,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31153",
      "title": "Machining/Tooling technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1771,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0651,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.2516,
      "posterior_exposure_p50": 0.4335,
      "posterior_exposure_p90": 0.6155,
      "posterior_interval_width_80": 0.3639,
      "v5_structural_exposure_p10": 0.2516,
      "v5_structural_exposure": 0.4335,
      "v5_structural_exposure_p90": 0.6155,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0341,
      "v5_demand_fragility": 0.4615,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0831,
      "v5_structural_risk_p10": 0.1229,
      "v5_structural_risk": 0.2117,
      "v5_structural_risk_p90": 0.3006,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0341,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5614,
      "v5_adaptation_capacity": 0.3445,
      "v5_adaptation_buffer": 0.0689,
      "v5_transition_adjusted_risk": 0.1971,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0594,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0346,
      "delta_vs_live_transition": 0.02,
      "best_transition": {
        "to_ssoc": "31152",
        "to_title": "Air-conditioning/Refrigeration engineering technician",
        "composite": 0.6938,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5021,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5633
      },
      "realization_scalar": 0.3035,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33462",
      "title": "Maintenance planner",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2582,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1163,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.441,
      "posterior_exposure_p50": 0.6069,
      "posterior_exposure_p90": 0.7728,
      "posterior_interval_width_80": 0.3318,
      "v5_structural_exposure_p10": 0.3564,
      "v5_structural_exposure": 0.5223,
      "v5_structural_exposure_p90": 0.6882,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.35,
      "task_mode_copilot_share": 0.3357,
      "task_mode_human_led_share": 0.3142,
      "task_mode_effective_coverage": 0.0219,
      "task_mode_automation_pressure": 0.0114,
      "task_mode_augmentation_upside": 0.0053,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0388,
      "v5_demand_fragility": 0.0808,
      "v5_reallocation_capacity": 0.0975,
      "v5_concentration_adjustment": 1.0145,
      "v5_structural_risk_p10": 0.1639,
      "v5_structural_risk": 0.2402,
      "v5_structural_risk_p90": 0.3165,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0472,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5263,
      "v5_adaptation_capacity": 0.2904,
      "v5_adaptation_buffer": 0.0581,
      "v5_transition_adjusted_risk": 0.2262,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0602,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.018,
      "delta_vs_live_transition": -0.032,
      "best_transition": {
        "to_ssoc": "33394",
        "to_title": "Safety and security consultant",
        "composite": 0.6496,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4573,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5419
      },
      "realization_scalar": 0.2906,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33491",
      "title": "Management executive",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3967,
      "live_risk_band": "high",
      "live_augmentation": 0.0936,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4812,
      "posterior_exposure_p50": 0.6471,
      "posterior_exposure_p90": 0.8129,
      "posterior_interval_width_80": 0.3317,
      "v5_structural_exposure_p10": 0.5008,
      "v5_structural_exposure": 0.6667,
      "v5_structural_exposure_p90": 0.8325,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.35,
      "task_mode_copilot_share": 0.3357,
      "task_mode_human_led_share": 0.3142,
      "task_mode_effective_coverage": 0.1365,
      "task_mode_automation_pressure": 0.0708,
      "task_mode_augmentation_upside": 0.0329,
      "task_mode_concentration": 0.518,
      "v5_effective_augmentation": 0.0407,
      "v5_demand_fragility": 0.1122,
      "v5_reallocation_capacity": 0.5325,
      "v5_concentration_adjustment": 1.0202,
      "v5_structural_risk_p10": 0.2676,
      "v5_structural_risk": 0.3563,
      "v5_structural_risk_p90": 0.4449,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0426,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5898,
      "v5_adaptation_capacity": 0.3762,
      "v5_adaptation_buffer": 0.0752,
      "v5_transition_adjusted_risk": 0.3295,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0469,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0404,
      "delta_vs_live_transition": -0.0672,
      "best_transition": {
        "to_ssoc": "33394",
        "to_title": "Safety and security consultant",
        "composite": 0.6612,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5469,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6142
      },
      "realization_scalar": 0.1542,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31171",
      "title": "Manufacturing engineering technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1261,
      "live_risk_band": "low",
      "live_augmentation": 0.0447,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2019,
      "posterior_exposure_p50": 0.3689,
      "posterior_exposure_p90": 0.536,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.2272,
      "v5_structural_exposure": 0.3942,
      "v5_structural_exposure_p90": 0.5613,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3414,
      "task_mode_copilot_share": 0.3971,
      "task_mode_human_led_share": 0.2615,
      "task_mode_effective_coverage": 0.0244,
      "task_mode_automation_pressure": 0.0131,
      "task_mode_augmentation_upside": 0.0055,
      "task_mode_concentration": 0.2645,
      "v5_effective_augmentation": 0.0172,
      "v5_demand_fragility": 0.0964,
      "v5_reallocation_capacity": 0.7616,
      "v5_concentration_adjustment": 1.0174,
      "v5_structural_risk_p10": 0.0946,
      "v5_structural_risk": 0.1641,
      "v5_structural_risk_p90": 0.2337,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0201,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5667,
      "v5_adaptation_capacity": 0.385,
      "v5_adaptation_buffer": 0.077,
      "v5_transition_adjusted_risk": 0.1515,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0213,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.038,
      "delta_vs_live_transition": 0.0254,
      "best_transition": {
        "to_ssoc": "31172",
        "to_title": "Production engineering technician",
        "composite": 0.6867,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4948,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5598
      },
      "realization_scalar": 0.1527,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31185",
      "title": "Marine draughtsman",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0945,
      "live_risk_band": "low",
      "live_augmentation": 0.054,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.251,
      "posterior_exposure_p50": 0.4251,
      "posterior_exposure_p90": 0.5991,
      "posterior_interval_width_80": 0.3481,
      "v5_structural_exposure_p10": 0.1575,
      "v5_structural_exposure": 0.3316,
      "v5_structural_exposure_p90": 0.5056,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0174,
      "v5_demand_fragility": 0.0923,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0166,
      "v5_structural_risk_p10": 0.0526,
      "v5_structural_risk": 0.1107,
      "v5_structural_risk_p90": 0.1688,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0218,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5325,
      "v5_adaptation_capacity": 0.4015,
      "v5_adaptation_buffer": 0.0803,
      "v5_transition_adjusted_risk": 0.1018,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0271,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0162,
      "delta_vs_live_transition": 0.0073,
      "best_transition": {
        "to_ssoc": "31111",
        "to_title": "Chemistry technician",
        "composite": 0.644,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4498,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5388
      },
      "realization_scalar": 0.2895,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31510",
      "title": "Marine engineering officer (including third, fourth and fifth engineer)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0113,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0929,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1538,
      "posterior_exposure_p50": 0.3149,
      "posterior_exposure_p90": 0.4759,
      "posterior_interval_width_80": 0.3221,
      "v5_structural_exposure_p10": 0.1949,
      "v5_structural_exposure": 0.356,
      "v5_structural_exposure_p90": 0.517,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.1998,
      "task_mode_copilot_share": 0.2896,
      "task_mode_human_led_share": 0.5106,
      "task_mode_effective_coverage": 0.0159,
      "task_mode_automation_pressure": 0.0064,
      "task_mode_augmentation_upside": 0.0059,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0303,
      "v5_demand_fragility": 0.102,
      "v5_reallocation_capacity": 0.12,
      "v5_concentration_adjustment": 1.0184,
      "v5_structural_risk_p10": 0.0099,
      "v5_structural_risk": 0.0181,
      "v5_structural_risk_p90": 0.0262,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0364,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5317,
      "v5_adaptation_capacity": 0.2916,
      "v5_adaptation_buffer": 0.0583,
      "v5_transition_adjusted_risk": 0.017,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0044,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0068,
      "delta_vs_live_transition": 0.0057,
      "best_transition": {
        "to_ssoc": "31571",
        "to_title": "Air transport service supervisor",
        "composite": 0.6224,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4273,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5282
      },
      "realization_scalar": 0.2792,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31213",
      "title": "Marine surveyor (ship and nautical)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1056,
      "live_risk_band": "low",
      "live_augmentation": 0.0793,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2058,
      "posterior_exposure_p50": 0.3729,
      "posterior_exposure_p90": 0.54,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.204,
      "v5_structural_exposure": 0.3711,
      "v5_structural_exposure_p90": 0.5382,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0006,
      "task_mode_automation_pressure": 0.0003,
      "task_mode_augmentation_upside": 0.0001,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0276,
      "v5_demand_fragility": 0.0927,
      "v5_reallocation_capacity": 0.1051,
      "v5_concentration_adjustment": 1.0167,
      "v5_structural_risk_p10": 0.0769,
      "v5_structural_risk": 0.14,
      "v5_structural_risk_p90": 0.203,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0345,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5017,
      "v5_adaptation_capacity": 0.274,
      "v5_adaptation_buffer": 0.0548,
      "v5_transition_adjusted_risk": 0.1323,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0185,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0344,
      "delta_vs_live_transition": 0.0267,
      "best_transition": {
        "to_ssoc": "31211",
        "to_title": "Aeronautical engineering technician",
        "composite": 0.6735,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.478,
        "wage_preservation": 0.8805,
        "training_ease": 0,
        "empirical_priority": 0.5335
      },
      "realization_scalar": 0.152,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33223",
      "title": "Marketing and sales executive (food & beverage services)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3367,
      "live_risk_band": "high",
      "live_augmentation": 0.1224,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5317,
      "posterior_exposure_p50": 0.6948,
      "posterior_exposure_p90": 0.8579,
      "posterior_interval_width_80": 0.3262,
      "v5_structural_exposure_p10": 0.4438,
      "v5_structural_exposure": 0.6069,
      "v5_structural_exposure_p90": 0.77,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3232,
      "task_mode_copilot_share": 0.3408,
      "task_mode_human_led_share": 0.3359,
      "task_mode_effective_coverage": 0.0401,
      "task_mode_automation_pressure": 0.0202,
      "task_mode_augmentation_upside": 0.0103,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0561,
      "v5_demand_fragility": 0.0922,
      "v5_reallocation_capacity": 0.1015,
      "v5_concentration_adjustment": 1.0166,
      "v5_structural_risk_p10": 0.2183,
      "v5_structural_risk": 0.2985,
      "v5_structural_risk_p90": 0.3787,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0675,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5701,
      "v5_adaptation_capacity": 0.3194,
      "v5_adaptation_buffer": 0.0639,
      "v5_transition_adjusted_risk": 0.2795,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0353,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0382,
      "delta_vs_live_transition": -0.0572,
      "best_transition": {
        "to_ssoc": "33222",
        "to_title": "After sales adviser/Client account service executive",
        "composite": 0.7082,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5165,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5702
      },
      "realization_scalar": 0.1377,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "34222",
      "title": "Martial arts instructor",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.022,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1139,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.2263,
      "posterior_exposure_p50": 0.4083,
      "posterior_exposure_p90": 0.5902,
      "posterior_interval_width_80": 0.3639,
      "v5_structural_exposure_p10": 0.2263,
      "v5_structural_exposure": 0.4083,
      "v5_structural_exposure_p90": 0.5902,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0541,
      "v5_demand_fragility": 0.4103,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0739,
      "v5_structural_risk_p10": 0.0155,
      "v5_structural_risk": 0.028,
      "v5_structural_risk_p90": 0.0405,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0541,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4676,
      "v5_adaptation_capacity": 0.3145,
      "v5_adaptation_buffer": 0.0629,
      "v5_transition_adjusted_risk": 0.0263,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0068,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.006,
      "delta_vs_live_transition": 0.0043,
      "best_transition": {
        "to_ssoc": "13420",
        "to_title": "Health services manager",
        "composite": 0.5478,
        "observed_transition_rate": null,
        "destination_quality": 0.4217,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5191
      },
      "realization_scalar": 0.2623,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "32551",
      "title": "Massage therapist",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0004,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0505,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1223,
      "posterior_exposure_p50": 0.2853,
      "posterior_exposure_p90": 0.4483,
      "posterior_interval_width_80": 0.326,
      "v5_structural_exposure_p10": 0.0918,
      "v5_structural_exposure": 0.2548,
      "v5_structural_exposure_p90": 0.4178,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0169,
      "v5_demand_fragility": 0.1282,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0231,
      "v5_structural_risk_p10": 0.0003,
      "v5_structural_risk": 0.0008,
      "v5_structural_risk_p90": 0.0013,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0211,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5452,
      "v5_adaptation_capacity": 0.4053,
      "v5_adaptation_buffer": 0.0811,
      "v5_transition_adjusted_risk": 0.0007,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0002,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0004,
      "delta_vs_live_transition": 0.0003,
      "best_transition": {
        "to_ssoc": "32571",
        "to_title": "Environmental inspector (environmental public health)",
        "composite": 0.6494,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4554,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5414
      },
      "realization_scalar": 0.2412,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31181",
      "title": "Mechanical draughtsman",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1375,
      "live_risk_band": "low",
      "live_augmentation": 0.1005,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2662,
      "posterior_exposure_p50": 0.4403,
      "posterior_exposure_p90": 0.6144,
      "posterior_interval_width_80": 0.3482,
      "v5_structural_exposure_p10": 0.3074,
      "v5_structural_exposure": 0.4815,
      "v5_structural_exposure_p90": 0.6556,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3394,
      "task_mode_copilot_share": 0.3785,
      "task_mode_human_led_share": 0.2821,
      "task_mode_effective_coverage": 0.053,
      "task_mode_automation_pressure": 0.028,
      "task_mode_augmentation_upside": 0.0124,
      "task_mode_concentration": 0.1776,
      "v5_effective_augmentation": 0.0363,
      "v5_demand_fragility": 0.0983,
      "v5_reallocation_capacity": 0.84,
      "v5_concentration_adjustment": 1.0177,
      "v5_structural_risk_p10": 0.0998,
      "v5_structural_risk": 0.1563,
      "v5_structural_risk_p90": 0.2129,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0423,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5542,
      "v5_adaptation_capacity": 0.3971,
      "v5_adaptation_buffer": 0.0794,
      "v5_transition_adjusted_risk": 0.1439,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0379,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0188,
      "delta_vs_live_transition": 0.0064,
      "best_transition": {
        "to_ssoc": "31185",
        "to_title": "Marine draughtsman",
        "composite": 0.6821,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4911,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5578
      },
      "realization_scalar": 0.2861,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31151",
      "title": "Mechanical engineering technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2192,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0547,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.262,
      "posterior_exposure_p50": 0.4406,
      "posterior_exposure_p90": 0.6192,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.3271,
      "v5_structural_exposure": 0.5057,
      "v5_structural_exposure_p90": 0.6843,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3468,
      "task_mode_copilot_share": 0.3713,
      "task_mode_human_led_share": 0.2819,
      "task_mode_effective_coverage": 0.0742,
      "task_mode_automation_pressure": 0.0393,
      "task_mode_augmentation_upside": 0.0172,
      "task_mode_concentration": 0.2833,
      "v5_effective_augmentation": 0.0244,
      "v5_demand_fragility": 0.1058,
      "v5_reallocation_capacity": 0.7444,
      "v5_concentration_adjustment": 1.019,
      "v5_structural_risk_p10": 0.1562,
      "v5_structural_risk": 0.2415,
      "v5_structural_risk_p90": 0.3268,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0262,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5694,
      "v5_adaptation_capacity": 0.387,
      "v5_adaptation_buffer": 0.0774,
      "v5_transition_adjusted_risk": 0.2228,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0601,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0223,
      "delta_vs_live_transition": 0.0036,
      "best_transition": {
        "to_ssoc": "31152",
        "to_title": "Air-conditioning/Refrigeration engineering technician",
        "composite": 0.7064,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5169,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5699
      },
      "realization_scalar": 0.2926,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "35211",
      "title": "Media and broadcasting operations technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.391,
      "live_risk_band": "high",
      "live_augmentation": 0.0249,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2996,
      "posterior_exposure_p50": 0.4782,
      "posterior_exposure_p90": 0.6568,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.3668,
      "v5_structural_exposure": 0.5454,
      "v5_structural_exposure_p90": 0.724,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3081,
      "task_mode_copilot_share": 0.4194,
      "task_mode_human_led_share": 0.2725,
      "task_mode_effective_coverage": 0.0898,
      "task_mode_automation_pressure": 0.0467,
      "task_mode_augmentation_upside": 0.0216,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0186,
      "v5_demand_fragility": 0.2231,
      "v5_reallocation_capacity": 0.3945,
      "v5_concentration_adjustment": 1.0402,
      "v5_structural_risk_p10": 0.2851,
      "v5_structural_risk": 0.4239,
      "v5_structural_risk_p90": 0.5627,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0178,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5568,
      "v5_adaptation_capacity": 0.3307,
      "v5_adaptation_buffer": 0.0661,
      "v5_transition_adjusted_risk": 0.3958,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1136,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0329,
      "delta_vs_live_transition": 0.0048,
      "best_transition": {
        "to_ssoc": "34221",
        "to_title": "Sports coach",
        "composite": 0.6376,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5301,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6045
      },
      "realization_scalar": 0.3039,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "32120",
      "title": "Medical and pathology laboratory technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2518,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0445,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2477,
      "posterior_exposure_p50": 0.4161,
      "posterior_exposure_p90": 0.5846,
      "posterior_interval_width_80": 0.3369,
      "v5_structural_exposure_p10": 0.2977,
      "v5_structural_exposure": 0.4661,
      "v5_structural_exposure_p90": 0.6346,
      "task_mode_blend_weight": 0.4414,
      "task_mode_matched_task_weight_share": 0.9829,
      "task_mode_delegable_share": 0.3357,
      "task_mode_copilot_share": 0.3906,
      "task_mode_human_led_share": 0.2737,
      "task_mode_effective_coverage": 0.0516,
      "task_mode_automation_pressure": 0.0273,
      "task_mode_augmentation_upside": 0.012,
      "task_mode_concentration": 0.1755,
      "v5_effective_augmentation": 0.0212,
      "v5_demand_fragility": 0.134,
      "v5_reallocation_capacity": 0.842,
      "v5_concentration_adjustment": 1.0241,
      "v5_structural_risk_p10": 0.1903,
      "v5_structural_risk": 0.298,
      "v5_structural_risk_p90": 0.4057,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0235,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6117,
      "v5_adaptation_capacity": 0.4145,
      "v5_adaptation_buffer": 0.0829,
      "v5_transition_adjusted_risk": 0.2733,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0669,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0462,
      "delta_vs_live_transition": 0.0215,
      "best_transition": {
        "to_ssoc": "32111",
        "to_title": "Sonographer",
        "composite": 0.6892,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5756,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6278
      },
      "realization_scalar": 0.2641,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "32112",
      "title": "Medical X-ray technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0789,
      "live_risk_band": "low",
      "live_augmentation": 0.0571,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1607,
      "posterior_exposure_p50": 0.3392,
      "posterior_exposure_p90": 0.5178,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.1069,
      "v5_structural_exposure": 0.2854,
      "v5_structural_exposure_p90": 0.464,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0184,
      "v5_demand_fragility": 0.1282,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0231,
      "v5_structural_risk_p10": 0.0421,
      "v5_structural_risk": 0.1123,
      "v5_structural_risk_p90": 0.1825,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.023,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5504,
      "v5_adaptation_capacity": 0.4079,
      "v5_adaptation_buffer": 0.0816,
      "v5_transition_adjusted_risk": 0.1031,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.024,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0334,
      "delta_vs_live_transition": 0.0242,
      "best_transition": {
        "to_ssoc": "32120",
        "to_title": "Medical and pathology laboratory technician",
        "composite": 0.6009,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4769,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5829
      },
      "realization_scalar": 0.2514,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33225",
      "title": "Merchandising/Category executive",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4318,
      "live_risk_band": "high",
      "live_augmentation": 0.0875,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5435,
      "posterior_exposure_p50": 0.7066,
      "posterior_exposure_p90": 0.8696,
      "posterior_interval_width_80": 0.3261,
      "v5_structural_exposure_p10": 0.5393,
      "v5_structural_exposure": 0.7024,
      "v5_structural_exposure_p90": 0.8654,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4074,
      "task_mode_copilot_share": 0.3315,
      "task_mode_human_led_share": 0.2611,
      "task_mode_effective_coverage": 0.1583,
      "task_mode_automation_pressure": 0.0884,
      "task_mode_augmentation_upside": 0.0327,
      "task_mode_concentration": 0.2241,
      "v5_effective_augmentation": 0.038,
      "v5_demand_fragility": 0.09,
      "v5_reallocation_capacity": 0.7958,
      "v5_concentration_adjustment": 1.0162,
      "v5_structural_risk_p10": 0.2828,
      "v5_structural_risk": 0.3684,
      "v5_structural_risk_p90": 0.4538,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0393,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5787,
      "v5_adaptation_capacity": 0.4038,
      "v5_adaptation_buffer": 0.0808,
      "v5_transition_adjusted_risk": 0.3386,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0984,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0634,
      "delta_vs_live_transition": -0.0932,
      "best_transition": {
        "to_ssoc": "33231",
        "to_title": "Buyer",
        "composite": 0.7042,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5232,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5708
      },
      "realization_scalar": 0.3166,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "36204",
      "title": "Music instructor (extracurriculum)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.5071,
      "live_risk_band": "very_high",
      "live_augmentation": 0.111,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.5196,
      "posterior_exposure_p50": 0.7135,
      "posterior_exposure_p90": 0.9073,
      "posterior_interval_width_80": 0.3877,
      "v5_structural_exposure_p10": 0.5196,
      "v5_structural_exposure": 0.7135,
      "v5_structural_exposure_p90": 0.9073,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0679,
      "v5_demand_fragility": 0.1282,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0231,
      "v5_structural_risk_p10": 0.298,
      "v5_structural_risk": 0.4092,
      "v5_structural_risk_p90": 0.5204,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0679,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5657,
      "v5_adaptation_capacity": 0.3734,
      "v5_adaptation_buffer": 0.0747,
      "v5_transition_adjusted_risk": 0.3787,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0957,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0979,
      "delta_vs_live_transition": -0.1284,
      "best_transition": {
        "to_ssoc": "36203",
        "to_title": "Information technology trainer (extracurriculum)",
        "composite": 0.7474,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5602,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5901
      },
      "realization_scalar": 0.2731,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "39910",
      "title": "Non-ordained religious associate professional",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "major_fallback",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1925,
      "live_risk_band": "moderate",
      "live_augmentation": 0.075,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.2778,
      "posterior_exposure_p50": 0.4717,
      "posterior_exposure_p90": 0.6655,
      "posterior_interval_width_80": 0.3877,
      "v5_structural_exposure_p10": 0.2778,
      "v5_structural_exposure": 0.4717,
      "v5_structural_exposure_p90": 0.6655,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0391,
      "v5_demand_fragility": 0.0256,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0046,
      "v5_structural_risk_p10": 0.1182,
      "v5_structural_risk": 0.2007,
      "v5_structural_risk_p90": 0.2831,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0391,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4385,
      "v5_adaptation_capacity": 0.3066,
      "v5_adaptation_buffer": 0.0613,
      "v5_transition_adjusted_risk": 0.1884,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0681,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0082,
      "delta_vs_live_transition": -0.0041,
      "best_transition": {
        "to_ssoc": "24154",
        "to_title": "Commodities and freight derivatives broker",
        "composite": 0.5706,
        "observed_transition_rate": 0.0984,
        "destination_quality": 0.4454,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.4715
      },
      "realization_scalar": 0.3994,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "32572",
      "title": "Occupational health and safety inspector",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1291,
      "live_risk_band": "low",
      "live_augmentation": 0.0495,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2216,
      "posterior_exposure_p50": 0.4002,
      "posterior_exposure_p90": 0.5787,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.1452,
      "v5_structural_exposure": 0.3238,
      "v5_structural_exposure_p90": 0.5023,
      "task_mode_blend_weight": 0.4235,
      "task_mode_matched_task_weight_share": 0.947,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0162,
      "v5_demand_fragility": 0.1282,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0231,
      "v5_structural_risk_p10": 0.0695,
      "v5_structural_risk": 0.155,
      "v5_structural_risk_p90": 0.2404,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0203,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5493,
      "v5_adaptation_capacity": 0.4067,
      "v5_adaptation_buffer": 0.0813,
      "v5_transition_adjusted_risk": 0.1423,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0334,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0259,
      "delta_vs_live_transition": 0.0132,
      "best_transition": {
        "to_ssoc": "32571",
        "to_title": "Environmental inspector (environmental public health)",
        "composite": 0.7094,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5178,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5708
      },
      "realization_scalar": 0.2534,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33224",
      "title": "Online sales channel executive",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3663,
      "live_risk_band": "high",
      "live_augmentation": 0.0854,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5342,
      "posterior_exposure_p50": 0.6973,
      "posterior_exposure_p90": 0.8604,
      "posterior_interval_width_80": 0.3262,
      "v5_structural_exposure_p10": 0.4678,
      "v5_structural_exposure": 0.6309,
      "v5_structural_exposure_p90": 0.794,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3232,
      "task_mode_copilot_share": 0.3408,
      "task_mode_human_led_share": 0.3359,
      "task_mode_effective_coverage": 0.0614,
      "task_mode_automation_pressure": 0.0309,
      "task_mode_augmentation_upside": 0.0158,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0417,
      "v5_demand_fragility": 0.1058,
      "v5_reallocation_capacity": 0.1015,
      "v5_concentration_adjustment": 1.019,
      "v5_structural_risk_p10": 0.243,
      "v5_structural_risk": 0.3277,
      "v5_structural_risk_p90": 0.4124,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0482,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5762,
      "v5_adaptation_capacity": 0.3161,
      "v5_adaptation_buffer": 0.0632,
      "v5_transition_adjusted_risk": 0.307,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0812,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0386,
      "delta_vs_live_transition": -0.0593,
      "best_transition": {
        "to_ssoc": "33222",
        "to_title": "After sales adviser/Client account service executive",
        "composite": 0.7082,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5165,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5702
      },
      "realization_scalar": 0.2873,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33492",
      "title": "Operations officer (except transport operations)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3722,
      "live_risk_band": "high",
      "live_augmentation": 0.099,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4777,
      "posterior_exposure_p50": 0.6436,
      "posterior_exposure_p90": 0.8095,
      "posterior_interval_width_80": 0.3318,
      "v5_structural_exposure_p10": 0.4706,
      "v5_structural_exposure": 0.6365,
      "v5_structural_exposure_p90": 0.8024,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3081,
      "task_mode_copilot_share": 0.4194,
      "task_mode_human_led_share": 0.2725,
      "task_mode_effective_coverage": 0.0898,
      "task_mode_automation_pressure": 0.0467,
      "task_mode_augmentation_upside": 0.0216,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0391,
      "v5_demand_fragility": 0.1051,
      "v5_reallocation_capacity": 0.3945,
      "v5_concentration_adjustment": 1.0189,
      "v5_structural_risk_p10": 0.2479,
      "v5_structural_risk": 0.3353,
      "v5_structural_risk_p90": 0.4226,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0435,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5835,
      "v5_adaptation_capacity": 0.3553,
      "v5_adaptation_buffer": 0.0711,
      "v5_transition_adjusted_risk": 0.3114,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0844,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0369,
      "delta_vs_live_transition": -0.0608,
      "best_transition": {
        "to_ssoc": "33394",
        "to_title": "Safety and security consultant",
        "composite": 0.6538,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5382,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6104
      },
      "realization_scalar": 0.2944,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "32540",
      "title": "Optician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0973,
      "live_risk_band": "low",
      "live_augmentation": 0.0424,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2282,
      "posterior_exposure_p50": 0.3952,
      "posterior_exposure_p90": 0.5622,
      "posterior_interval_width_80": 0.334,
      "v5_structural_exposure_p10": 0.1494,
      "v5_structural_exposure": 0.3164,
      "v5_structural_exposure_p90": 0.4834,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0129,
      "v5_demand_fragility": 0.1282,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0231,
      "v5_structural_risk_p10": 0.0552,
      "v5_structural_risk": 0.1169,
      "v5_structural_risk_p90": 0.1786,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0161,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5461,
      "v5_adaptation_capacity": 0.4042,
      "v5_adaptation_buffer": 0.0808,
      "v5_transition_adjusted_risk": 0.1075,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.025,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0196,
      "delta_vs_live_transition": 0.0102,
      "best_transition": {
        "to_ssoc": "32571",
        "to_title": "Environmental inspector (environmental public health)",
        "composite": 0.6494,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4554,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5414
      },
      "realization_scalar": 0.2509,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "32591",
      "title": "Paramedic",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1801,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0807,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.2656,
      "posterior_exposure_p50": 0.4358,
      "posterior_exposure_p90": 0.606,
      "posterior_interval_width_80": 0.3404,
      "v5_structural_exposure_p10": 0.2656,
      "v5_structural_exposure": 0.4358,
      "v5_structural_exposure_p90": 0.606,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0395,
      "v5_demand_fragility": 0.641,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1154,
      "v5_structural_risk_p10": 0.1354,
      "v5_structural_risk": 0.2222,
      "v5_structural_risk_p90": 0.309,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0395,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5536,
      "v5_adaptation_capacity": 0.337,
      "v5_adaptation_buffer": 0.0674,
      "v5_transition_adjusted_risk": 0.2072,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0536,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0421,
      "delta_vs_live_transition": 0.0271,
      "best_transition": {
        "to_ssoc": "32200",
        "to_title": "Enrolled/Assistant nurse (excluding registered nurse)",
        "composite": 0.6636,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4756,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5497
      },
      "realization_scalar": 0.2516,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "34343",
      "title": "Pastry Chef",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0969,
      "live_risk_band": "low",
      "live_augmentation": 0.1389,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.3237,
      "posterior_exposure_p50": 0.5056,
      "posterior_exposure_p90": 0.6876,
      "posterior_interval_width_80": 0.3639,
      "v5_structural_exposure_p10": 0.3237,
      "v5_structural_exposure": 0.5056,
      "v5_structural_exposure_p90": 0.6876,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0709,
      "v5_demand_fragility": 0.4103,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0739,
      "v5_structural_risk_p10": 0.0626,
      "v5_structural_risk": 0.0978,
      "v5_structural_risk_p90": 0.133,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0709,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4777,
      "v5_adaptation_capacity": 0.3261,
      "v5_adaptation_buffer": 0.0652,
      "v5_transition_adjusted_risk": 0.0914,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0216,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0009,
      "delta_vs_live_transition": -0.0055,
      "best_transition": {
        "to_ssoc": "34341",
        "to_title": "Chef",
        "composite": 0.6849,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4924,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5588
      },
      "realization_scalar": 0.2402,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "32130",
      "title": "Pharmacy technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2233,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0466,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2432,
      "posterior_exposure_p50": 0.4063,
      "posterior_exposure_p90": 0.5694,
      "posterior_interval_width_80": 0.3262,
      "v5_structural_exposure_p10": 0.293,
      "v5_structural_exposure": 0.4561,
      "v5_structural_exposure_p90": 0.6192,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3393,
      "task_mode_copilot_share": 0.3496,
      "task_mode_human_led_share": 0.311,
      "task_mode_effective_coverage": 0.0513,
      "task_mode_automation_pressure": 0.0265,
      "task_mode_augmentation_upside": 0.0125,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0211,
      "v5_demand_fragility": 0.1611,
      "v5_reallocation_capacity": 0.0991,
      "v5_concentration_adjustment": 1.029,
      "v5_structural_risk_p10": 0.1771,
      "v5_structural_risk": 0.2756,
      "v5_structural_risk_p90": 0.3742,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0233,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5756,
      "v5_adaptation_capacity": 0.3046,
      "v5_adaptation_buffer": 0.0609,
      "v5_transition_adjusted_risk": 0.2588,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0618,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0523,
      "delta_vs_live_transition": 0.0355,
      "best_transition": {
        "to_ssoc": "32143",
        "to_title": "Dental technician",
        "composite": 0.6302,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5136,
        "wage_preservation": 0.9358,
        "training_ease": 0.3,
        "empirical_priority": 0.5885
      },
      "realization_scalar": 0.256,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "34310",
      "title": "Photographer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2926,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1032,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3482,
      "posterior_exposure_p50": 0.5268,
      "posterior_exposure_p90": 0.7054,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.3672,
      "v5_structural_exposure": 0.5458,
      "v5_structural_exposure_p90": 0.7244,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3285,
      "task_mode_copilot_share": 0.3787,
      "task_mode_human_led_share": 0.2928,
      "task_mode_effective_coverage": 0.0697,
      "task_mode_automation_pressure": 0.0362,
      "task_mode_augmentation_upside": 0.0168,
      "task_mode_concentration": 0.5005,
      "v5_effective_augmentation": 0.0428,
      "v5_demand_fragility": 0.1043,
      "v5_reallocation_capacity": 0.5499,
      "v5_concentration_adjustment": 1.0188,
      "v5_structural_risk_p10": 0.2014,
      "v5_structural_risk": 0.2994,
      "v5_structural_risk_p90": 0.3974,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0493,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5568,
      "v5_adaptation_capacity": 0.3639,
      "v5_adaptation_buffer": 0.0728,
      "v5_transition_adjusted_risk": 0.2776,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0761,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0068,
      "delta_vs_live_transition": -0.015,
      "best_transition": {
        "to_ssoc": "34221",
        "to_title": "Sports coach",
        "composite": 0.6615,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5502,
        "wage_preservation": 0.9563,
        "training_ease": 0.3,
        "empirical_priority": 0.6081
      },
      "realization_scalar": 0.2978,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "34223",
      "title": "Physical fitness instructor (including yoga instructor and aerobics instructor)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0175,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0777,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2195,
      "posterior_exposure_p50": 0.398,
      "posterior_exposure_p90": 0.5766,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.1422,
      "v5_structural_exposure": 0.3207,
      "v5_structural_exposure_p90": 0.4993,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0244,
      "v5_demand_fragility": 0.0821,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0148,
      "v5_structural_risk_p10": 0.0094,
      "v5_structural_risk": 0.0212,
      "v5_structural_risk_p90": 0.033,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0305,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4991,
      "v5_adaptation_capacity": 0.3908,
      "v5_adaptation_buffer": 0.0782,
      "v5_transition_adjusted_risk": 0.0195,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0045,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0037,
      "delta_vs_live_transition": 0.002,
      "best_transition": {
        "to_ssoc": "34222",
        "to_title": "Martial arts instructor",
        "composite": 0.6815,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4888,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5571
      },
      "realization_scalar": 0.2541,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31574",
      "title": "Port/Shipping operations supervisor (including post-fixture and planner)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0637,
      "live_risk_band": "low",
      "live_augmentation": 0.0771,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2033,
      "posterior_exposure_p50": 0.3733,
      "posterior_exposure_p90": 0.5433,
      "posterior_interval_width_80": 0.34,
      "v5_structural_exposure_p10": 0.3162,
      "v5_structural_exposure": 0.4862,
      "v5_structural_exposure_p90": 0.6562,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0302,
      "v5_demand_fragility": 0.1306,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0235,
      "v5_structural_risk_p10": 0.0514,
      "v5_structural_risk": 0.079,
      "v5_structural_risk_p90": 0.1067,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0323,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5522,
      "v5_adaptation_capacity": 0.3366,
      "v5_adaptation_buffer": 0.0673,
      "v5_transition_adjusted_risk": 0.0737,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0193,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0153,
      "delta_vs_live_transition": 0.01,
      "best_transition": {
        "to_ssoc": "31571",
        "to_title": "Air transport service supervisor",
        "composite": 0.6883,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4967,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5607
      },
      "realization_scalar": 0.2821,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31601",
      "title": "Premises and facilities maintenance officer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0222,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0559,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1636,
      "posterior_exposure_p50": 0.3453,
      "posterior_exposure_p90": 0.527,
      "posterior_interval_width_80": 0.3634,
      "v5_structural_exposure_p10": 0.1101,
      "v5_structural_exposure": 0.2918,
      "v5_structural_exposure_p90": 0.4735,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0172,
      "v5_demand_fragility": 0.0923,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0166,
      "v5_structural_risk_p10": 0.0127,
      "v5_structural_risk": 0.0335,
      "v5_structural_risk_p90": 0.0544,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0215,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5299,
      "v5_adaptation_capacity": 0.4004,
      "v5_adaptation_buffer": 0.0801,
      "v5_transition_adjusted_risk": 0.0308,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.008,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0113,
      "delta_vs_live_transition": 0.0086,
      "best_transition": {
        "to_ssoc": "31213",
        "to_title": "Marine surveyor (ship and nautical)",
        "composite": 0.6114,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4159,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5228
      },
      "realization_scalar": 0.2833,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "36100",
      "title": "Pre-primary education teacher",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0504,
      "live_risk_band": "low",
      "live_augmentation": 0.1362,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1646,
      "posterior_exposure_p50": 0.3463,
      "posterior_exposure_p90": 0.5279,
      "posterior_interval_width_80": 0.3633,
      "v5_structural_exposure_p10": 0.3376,
      "v5_structural_exposure": 0.5193,
      "v5_structural_exposure_p90": 0.7009,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2723,
      "task_mode_copilot_share": 0.3518,
      "task_mode_human_led_share": 0.3759,
      "task_mode_effective_coverage": 0.2171,
      "task_mode_automation_pressure": 0.1032,
      "task_mode_augmentation_upside": 0.0627,
      "task_mode_concentration": 0.1357,
      "v5_effective_augmentation": 0.0637,
      "v5_demand_fragility": 0.0441,
      "v5_reallocation_capacity": 0.8792,
      "v5_concentration_adjustment": 1.0079,
      "v5_structural_risk_p10": 0.0419,
      "v5_structural_risk": 0.0645,
      "v5_structural_risk_p90": 0.087,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.064,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4956,
      "v5_adaptation_capacity": 0.3921,
      "v5_adaptation_buffer": 0.0784,
      "v5_transition_adjusted_risk": 0.0594,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0136,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0141,
      "delta_vs_live_transition": 0.009,
      "best_transition": {
        "to_ssoc": "36203",
        "to_title": "Information technology trainer (extracurriculum)",
        "composite": 0.6257,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4307,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5298
      },
      "realization_scalar": 0.2525,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "36910",
      "title": "Private tutor (academic)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3316,
      "live_risk_band": "high",
      "live_augmentation": 0.1201,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5006,
      "posterior_exposure_p50": 0.6906,
      "posterior_exposure_p90": 0.8805,
      "posterior_interval_width_80": 0.3799,
      "v5_structural_exposure_p10": 0.2918,
      "v5_structural_exposure": 0.4818,
      "v5_structural_exposure_p90": 0.6717,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0438,
      "v5_demand_fragility": 0.0256,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0046,
      "v5_structural_risk_p10": 0.1526,
      "v5_structural_risk": 0.2519,
      "v5_structural_risk_p90": 0.3512,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0547,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5577,
      "v5_adaptation_capacity": 0.4234,
      "v5_adaptation_buffer": 0.0847,
      "v5_transition_adjusted_risk": 0.2306,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0617,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0797,
      "delta_vs_live_transition": -0.101,
      "best_transition": {
        "to_ssoc": "31510",
        "to_title": "Marine engineering officer (including third, fourth and fifth engineer)",
        "composite": 0.6004,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4888,
        "wage_preservation": 0.9819,
        "training_ease": 0.3,
        "empirical_priority": 0.5828
      },
      "realization_scalar": 0.2957,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31173",
      "title": "Process engineering technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1163,
      "live_risk_band": "low",
      "live_augmentation": 0.05,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2011,
      "posterior_exposure_p50": 0.3682,
      "posterior_exposure_p90": 0.5353,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.2193,
      "v5_structural_exposure": 0.3864,
      "v5_structural_exposure_p90": 0.5535,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.1998,
      "task_mode_copilot_share": 0.2896,
      "task_mode_human_led_share": 0.5106,
      "task_mode_effective_coverage": 0.0159,
      "task_mode_automation_pressure": 0.0064,
      "task_mode_augmentation_upside": 0.0059,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0193,
      "v5_demand_fragility": 0.102,
      "v5_reallocation_capacity": 0.12,
      "v5_concentration_adjustment": 1.0184,
      "v5_structural_risk_p10": 0.0896,
      "v5_structural_risk": 0.1579,
      "v5_structural_risk_p90": 0.2262,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0226,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5562,
      "v5_adaptation_capacity": 0.2988,
      "v5_adaptation_buffer": 0.0598,
      "v5_transition_adjusted_risk": 0.1485,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0399,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0416,
      "delta_vs_live_transition": 0.0322,
      "best_transition": {
        "to_ssoc": "31172",
        "to_title": "Production engineering technician",
        "composite": 0.6811,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4882,
        "wage_preservation": 0.9818,
        "training_ease": 0,
        "empirical_priority": 0.554
      },
      "realization_scalar": 0.2917,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31172",
      "title": "Production engineering technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1106,
      "live_risk_band": "low",
      "live_augmentation": 0.0556,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1987,
      "posterior_exposure_p50": 0.3689,
      "posterior_exposure_p90": 0.5391,
      "posterior_interval_width_80": 0.3404,
      "v5_structural_exposure_p10": 0.1987,
      "v5_structural_exposure": 0.3689,
      "v5_structural_exposure_p90": 0.5391,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0287,
      "v5_demand_fragility": 0.4615,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0831,
      "v5_structural_risk_p10": 0.0848,
      "v5_structural_risk": 0.1575,
      "v5_structural_risk_p90": 0.2301,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0287,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5573,
      "v5_adaptation_capacity": 0.3404,
      "v5_adaptation_buffer": 0.0681,
      "v5_transition_adjusted_risk": 0.1467,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.044,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0469,
      "delta_vs_live_transition": 0.0361,
      "best_transition": {
        "to_ssoc": "31173",
        "to_title": "Process engineering technician",
        "composite": 0.6729,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4798,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5529
      },
      "realization_scalar": 0.3025,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33232",
      "title": "Purchasing agent",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1697,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1011,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4147,
      "posterior_exposure_p50": 0.5933,
      "posterior_exposure_p90": 0.7719,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.2497,
      "v5_structural_exposure": 0.4283,
      "v5_structural_exposure_p90": 0.6069,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0297,
      "v5_demand_fragility": 0.0667,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.012,
      "v5_structural_risk_p10": 0.0846,
      "v5_structural_risk": 0.1451,
      "v5_structural_risk_p90": 0.2056,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0371,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5533,
      "v5_adaptation_capacity": 0.4152,
      "v5_adaptation_buffer": 0.083,
      "v5_transition_adjusted_risk": 0.1331,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0379,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0246,
      "delta_vs_live_transition": -0.0366,
      "best_transition": {
        "to_ssoc": "33231",
        "to_title": "Buyer",
        "composite": 0.6856,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4933,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5592
      },
      "realization_scalar": 0.3116,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31175",
      "title": "Quality assurance technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1936,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0946,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2208,
      "posterior_exposure_p50": 0.3878,
      "posterior_exposure_p90": 0.5548,
      "posterior_interval_width_80": 0.334,
      "v5_structural_exposure_p10": 0.3832,
      "v5_structural_exposure": 0.5502,
      "v5_structural_exposure_p90": 0.7172,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3444,
      "task_mode_copilot_share": 0.3599,
      "task_mode_human_led_share": 0.2958,
      "task_mode_effective_coverage": 0.2371,
      "task_mode_automation_pressure": 0.1243,
      "task_mode_augmentation_upside": 0.0562,
      "task_mode_concentration": 0.1062,
      "v5_effective_augmentation": 0.049,
      "v5_demand_fragility": 0.1085,
      "v5_reallocation_capacity": 0.9042,
      "v5_concentration_adjustment": 1.0195,
      "v5_structural_risk_p10": 0.1545,
      "v5_structural_risk": 0.2218,
      "v5_structural_risk_p90": 0.2891,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0472,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5612,
      "v5_adaptation_capacity": 0.4146,
      "v5_adaptation_buffer": 0.0829,
      "v5_transition_adjusted_risk": 0.2034,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.054,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0282,
      "delta_vs_live_transition": 0.0098,
      "best_transition": {
        "to_ssoc": "31172",
        "to_title": "Production engineering technician",
        "composite": 0.707,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5186,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5704
      },
      "realization_scalar": 0.2882,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33340",
      "title": "Real estate agent",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.152,
      "live_risk_band": "moderate",
      "live_augmentation": 0.243,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4123,
      "posterior_exposure_p50": 0.5908,
      "posterior_exposure_p90": 0.7694,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.4667,
      "v5_structural_exposure": 0.6452,
      "v5_structural_exposure_p90": 0.8238,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3029,
      "task_mode_copilot_share": 0.3183,
      "task_mode_human_led_share": 0.3788,
      "task_mode_effective_coverage": 0.1829,
      "task_mode_automation_pressure": 0.0884,
      "task_mode_augmentation_upside": 0.0511,
      "task_mode_concentration": 0.1444,
      "v5_effective_augmentation": 0.0845,
      "v5_demand_fragility": 0.0834,
      "v5_reallocation_capacity": 0.8707,
      "v5_concentration_adjustment": 1.015,
      "v5_structural_risk_p10": 0.0991,
      "v5_structural_risk": 0.137,
      "v5_structural_risk_p90": 0.175,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0929,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.578,
      "v5_adaptation_capacity": 0.431,
      "v5_adaptation_buffer": 0.0862,
      "v5_transition_adjusted_risk": 0.1252,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0316,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.015,
      "delta_vs_live_transition": -0.0268,
      "best_transition": {
        "to_ssoc": "33330",
        "to_title": "Employment agent/Labour contractor",
        "composite": 0.6319,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5092,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5981
      },
      "realization_scalar": 0.2756,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "36991",
      "title": "Relief teacher",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.4889,
      "live_risk_band": "high",
      "live_augmentation": 0.1409,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.5196,
      "posterior_exposure_p50": 0.7135,
      "posterior_exposure_p90": 0.9073,
      "posterior_interval_width_80": 0.3877,
      "v5_structural_exposure_p10": 0.5196,
      "v5_structural_exposure": 0.7135,
      "v5_structural_exposure_p90": 0.9073,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0863,
      "v5_demand_fragility": 0.1282,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0231,
      "v5_structural_risk_p10": 0.2873,
      "v5_structural_risk": 0.3945,
      "v5_structural_risk_p90": 0.5017,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0863,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5507,
      "v5_adaptation_capacity": 0.3749,
      "v5_adaptation_buffer": 0.075,
      "v5_transition_adjusted_risk": 0.3649,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0919,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0944,
      "delta_vs_live_transition": -0.124,
      "best_transition": {
        "to_ssoc": "13420",
        "to_title": "Health services manager",
        "composite": 0.6593,
        "observed_transition_rate": null,
        "destination_quality": 0.5526,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6049
      },
      "realization_scalar": 0.272,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31124",
      "title": "Resident technical officer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1575,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1421,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3157,
      "posterior_exposure_p50": 0.4828,
      "posterior_exposure_p90": 0.6498,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.4419,
      "v5_structural_exposure": 0.609,
      "v5_structural_exposure_p90": 0.776,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3293,
      "task_mode_copilot_share": 0.3701,
      "task_mode_human_led_share": 0.3007,
      "task_mode_effective_coverage": 0.2713,
      "task_mode_automation_pressure": 0.1403,
      "task_mode_augmentation_upside": 0.066,
      "task_mode_concentration": 0.1758,
      "v5_effective_augmentation": 0.0638,
      "v5_demand_fragility": 0.1228,
      "v5_reallocation_capacity": 0.8419,
      "v5_concentration_adjustment": 1.0221,
      "v5_structural_risk_p10": 0.1168,
      "v5_structural_risk": 0.161,
      "v5_structural_risk_p90": 0.2051,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0633,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5594,
      "v5_adaptation_capacity": 0.4115,
      "v5_adaptation_buffer": 0.0823,
      "v5_transition_adjusted_risk": 0.1477,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0383,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0035,
      "delta_vs_live_transition": -0.0098,
      "best_transition": {
        "to_ssoc": "31711",
        "to_title": "Fire and safety inspector",
        "composite": 0.6216,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5034,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5943
      },
      "realization_scalar": 0.2807,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31597",
      "title": "Road transport operations officer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1413,
      "live_risk_band": "low",
      "live_augmentation": 0.0779,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2194,
      "posterior_exposure_p50": 0.4094,
      "posterior_exposure_p90": 0.5994,
      "posterior_interval_width_80": 0.38,
      "v5_structural_exposure_p10": 0.317,
      "v5_structural_exposure": 0.507,
      "v5_structural_exposure_p90": 0.697,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0321,
      "v5_demand_fragility": 0.1306,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0235,
      "v5_structural_risk_p10": 0.1069,
      "v5_structural_risk": 0.171,
      "v5_structural_risk_p90": 0.2351,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0347,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5476,
      "v5_adaptation_capacity": 0.3353,
      "v5_adaptation_buffer": 0.0671,
      "v5_transition_adjusted_risk": 0.1595,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0425,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0297,
      "delta_vs_live_transition": 0.0182,
      "best_transition": {
        "to_ssoc": "31522",
        "to_title": "Harbour pilot",
        "composite": 0.6531,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4638,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5443
      },
      "realization_scalar": 0.2877,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31214",
      "title": "Rolling stock engineering technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1187,
      "live_risk_band": "low",
      "live_augmentation": 0.0505,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2069,
      "posterior_exposure_p50": 0.374,
      "posterior_exposure_p90": 0.5411,
      "posterior_interval_width_80": 0.3342,
      "v5_structural_exposure_p10": 0.2228,
      "v5_structural_exposure": 0.3899,
      "v5_structural_exposure_p90": 0.557,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.1998,
      "task_mode_copilot_share": 0.2896,
      "task_mode_human_led_share": 0.5106,
      "task_mode_effective_coverage": 0.0159,
      "task_mode_automation_pressure": 0.0064,
      "task_mode_augmentation_upside": 0.0059,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0193,
      "v5_demand_fragility": 0.102,
      "v5_reallocation_capacity": 0.12,
      "v5_concentration_adjustment": 1.0184,
      "v5_structural_risk_p10": 0.0912,
      "v5_structural_risk": 0.1596,
      "v5_structural_risk_p90": 0.228,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0227,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5733,
      "v5_adaptation_capacity": 0.3071,
      "v5_adaptation_buffer": 0.0614,
      "v5_transition_adjusted_risk": 0.1498,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0401,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0409,
      "delta_vs_live_transition": 0.0311,
      "best_transition": {
        "to_ssoc": "31213",
        "to_title": "Marine surveyor (ship and nautical)",
        "composite": 0.7154,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5245,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5738
      },
      "realization_scalar": 0.291,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33394",
      "title": "Safety and security consultant",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2157,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1778,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4608,
      "posterior_exposure_p50": 0.6279,
      "posterior_exposure_p90": 0.7949,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.2812,
      "v5_structural_exposure": 0.4483,
      "v5_structural_exposure_p90": 0.6153,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0545,
      "v5_demand_fragility": 0.0667,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.012,
      "v5_structural_risk_p10": 0.1101,
      "v5_structural_risk": 0.1755,
      "v5_structural_risk_p90": 0.2409,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0681,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4982,
      "v5_adaptation_capacity": 0.4016,
      "v5_adaptation_buffer": 0.0803,
      "v5_transition_adjusted_risk": 0.1614,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0421,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0402,
      "delta_vs_live_transition": -0.0543,
      "best_transition": {
        "to_ssoc": "33393",
        "to_title": "International market agent/representative (e.g. junket operator)",
        "composite": 0.7417,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5514,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5866
      },
      "realization_scalar": 0.2854,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31720",
      "title": "Safety inspector (vehicles, processes and products)",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2111,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0509,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.3265,
      "posterior_exposure_p50": 0.4965,
      "posterior_exposure_p90": 0.6664,
      "posterior_interval_width_80": 0.3399,
      "v5_structural_exposure_p10": 0.2067,
      "v5_structural_exposure": 0.3767,
      "v5_structural_exposure_p90": 0.5466,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0184,
      "v5_demand_fragility": 0.0923,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0166,
      "v5_structural_risk_p10": 0.1113,
      "v5_structural_risk": 0.2028,
      "v5_structural_risk_p90": 0.2943,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.023,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5592,
      "v5_adaptation_capacity": 0.4127,
      "v5_adaptation_buffer": 0.0825,
      "v5_transition_adjusted_risk": 0.1861,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0505,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0083,
      "delta_vs_live_transition": -0.025,
      "best_transition": {
        "to_ssoc": "31711",
        "to_title": "Fire and safety inspector",
        "composite": 0.7019,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5162,
        "wage_preservation": 0.9612,
        "training_ease": 0,
        "empirical_priority": 0.5624
      },
      "realization_scalar": 0.2957,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31142",
      "title": "Semi-conductor technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1202,
      "live_risk_band": "low",
      "live_augmentation": 0.0667,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2316,
      "posterior_exposure_p50": 0.4102,
      "posterior_exposure_p90": 0.5887,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.1506,
      "v5_structural_exposure": 0.3292,
      "v5_structural_exposure_p90": 0.5077,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.023,
      "v5_demand_fragility": 0.0923,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0166,
      "v5_structural_risk_p10": 0.0633,
      "v5_structural_risk": 0.1384,
      "v5_structural_risk_p90": 0.2135,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0287,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5332,
      "v5_adaptation_capacity": 0.4038,
      "v5_adaptation_buffer": 0.0808,
      "v5_transition_adjusted_risk": 0.1273,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0341,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0182,
      "delta_vs_live_transition": 0.0071,
      "best_transition": {
        "to_ssoc": "31111",
        "to_title": "Chemistry technician",
        "composite": 0.644,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4498,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5388
      },
      "realization_scalar": 0.2919,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33312",
      "title": "Shipping agent/Boarding officer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.7863,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0016,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5596,
      "posterior_exposure_p50": 0.7226,
      "posterior_exposure_p90": 0.8856,
      "posterior_interval_width_80": 0.326,
      "v5_structural_exposure_p10": 0.5749,
      "v5_structural_exposure": 0.7379,
      "v5_structural_exposure_p90": 0.9009,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3356,
      "task_mode_copilot_share": 0.3644,
      "task_mode_human_led_share": 0.2999,
      "task_mode_effective_coverage": 0.2399,
      "task_mode_automation_pressure": 0.1246,
      "task_mode_augmentation_upside": 0.0579,
      "task_mode_concentration": 0.3361,
      "v5_effective_augmentation": 0.0277,
      "v5_demand_fragility": 0.1183,
      "v5_reallocation_capacity": 0.6974,
      "v5_concentration_adjustment": 1.0213,
      "v5_structural_risk_p10": 0.5244,
      "v5_structural_risk": 0.6731,
      "v5_structural_risk_p90": 0.8217,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0202,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.7255,
      "v5_adaptation_capacity": 0.4511,
      "v5_adaptation_buffer": 0.0902,
      "v5_transition_adjusted_risk": 0.6123,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.1826,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.1132,
      "delta_vs_live_transition": -0.174,
      "best_transition": {
        "to_ssoc": "33394",
        "to_title": "Safety and security consultant",
        "composite": 0.7669,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.7415,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.7343
      },
      "realization_scalar": 0.3228,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "34122",
      "title": "Social work associate",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1267,
      "live_risk_band": "low",
      "live_augmentation": 0.1316,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2456,
      "posterior_exposure_p50": 0.4241,
      "posterior_exposure_p90": 0.6027,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.3797,
      "v5_structural_exposure": 0.5582,
      "v5_structural_exposure_p90": 0.7368,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3252,
      "task_mode_copilot_share": 0.3488,
      "task_mode_human_led_share": 0.326,
      "task_mode_effective_coverage": 0.2075,
      "task_mode_automation_pressure": 0.1059,
      "task_mode_augmentation_upside": 0.0525,
      "task_mode_concentration": 0.1274,
      "v5_effective_augmentation": 0.0541,
      "v5_demand_fragility": 0.0989,
      "v5_reallocation_capacity": 0.8855,
      "v5_concentration_adjustment": 1.0178,
      "v5_structural_risk_p10": 0.0927,
      "v5_structural_risk": 0.1363,
      "v5_structural_risk_p90": 0.18,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0545,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5416,
      "v5_adaptation_capacity": 0.4061,
      "v5_adaptation_buffer": 0.0812,
      "v5_transition_adjusted_risk": 0.1253,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0324,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0096,
      "delta_vs_live_transition": -0.0014,
      "best_transition": {
        "to_ssoc": "34310",
        "to_title": "Photographer",
        "composite": 0.5983,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4742,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5817
      },
      "realization_scalar": 0.2815,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "32111",
      "title": "Sonographer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0807,
      "live_risk_band": "low",
      "live_augmentation": 0.0672,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1618,
      "posterior_exposure_p50": 0.3404,
      "posterior_exposure_p90": 0.5189,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.1124,
      "v5_structural_exposure": 0.291,
      "v5_structural_exposure_p90": 0.4695,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0215,
      "v5_demand_fragility": 0.1282,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0231,
      "v5_structural_risk_p10": 0.043,
      "v5_structural_risk": 0.1114,
      "v5_structural_risk_p90": 0.1798,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0269,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5222,
      "v5_adaptation_capacity": 0.3977,
      "v5_adaptation_buffer": 0.0795,
      "v5_transition_adjusted_risk": 0.1026,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0239,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0307,
      "delta_vs_live_transition": 0.0219,
      "best_transition": {
        "to_ssoc": "32120",
        "to_title": "Medical and pathology laboratory technician",
        "composite": 0.5744,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4458,
        "wage_preservation": 0.8231,
        "training_ease": 0.3,
        "empirical_priority": 0.5408
      },
      "realization_scalar": 0.2513,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "34221",
      "title": "Sports coach",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0167,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1364,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2206,
      "posterior_exposure_p50": 0.3992,
      "posterior_exposure_p90": 0.5777,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.1453,
      "v5_structural_exposure": 0.3239,
      "v5_structural_exposure_p90": 0.5024,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0381,
      "v5_demand_fragility": 0.0821,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0148,
      "v5_structural_risk_p10": 0.0088,
      "v5_structural_risk": 0.0196,
      "v5_structural_risk_p90": 0.0304,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0476,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5382,
      "v5_adaptation_capacity": 0.4115,
      "v5_adaptation_buffer": 0.0823,
      "v5_transition_adjusted_risk": 0.018,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0046,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0029,
      "delta_vs_live_transition": 0.0013,
      "best_transition": {
        "to_ssoc": "34310",
        "to_title": "Photographer",
        "composite": 0.5983,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4742,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5817
      },
      "realization_scalar": 0.2798,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "33133",
      "title": "Tax associate professional",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5223,
      "live_risk_band": "very_high",
      "live_augmentation": 0.098,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5484,
      "posterior_exposure_p50": 0.7155,
      "posterior_exposure_p90": 0.8825,
      "posterior_interval_width_80": 0.3341,
      "v5_structural_exposure_p10": 0.5457,
      "v5_structural_exposure": 0.7128,
      "v5_structural_exposure_p90": 0.8798,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3857,
      "task_mode_copilot_share": 0.3176,
      "task_mode_human_led_share": 0.2966,
      "task_mode_effective_coverage": 0.1708,
      "task_mode_automation_pressure": 0.0918,
      "task_mode_augmentation_upside": 0.0383,
      "task_mode_concentration": 0.259,
      "v5_effective_augmentation": 0.0469,
      "v5_demand_fragility": 0.0955,
      "v5_reallocation_capacity": 0.7649,
      "v5_concentration_adjustment": 1.0172,
      "v5_structural_risk_p10": 0.3364,
      "v5_structural_risk": 0.4394,
      "v5_structural_risk_p90": 0.5423,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.049,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5868,
      "v5_adaptation_capacity": 0.4068,
      "v5_adaptation_buffer": 0.0814,
      "v5_transition_adjusted_risk": 0.4036,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1091,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0829,
      "delta_vs_live_transition": -0.1187,
      "best_transition": {
        "to_ssoc": "33394",
        "to_title": "Safety and security consultant",
        "composite": 0.7288,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5502,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5832
      },
      "realization_scalar": 0.2942,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "35220",
      "title": "Telecommunications technician",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1625,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0675,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2778,
      "posterior_exposure_p50": 0.4564,
      "posterior_exposure_p90": 0.6349,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.3788,
      "v5_structural_exposure": 0.5574,
      "v5_structural_exposure_p90": 0.7359,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3628,
      "task_mode_copilot_share": 0.3483,
      "task_mode_human_led_share": 0.2889,
      "task_mode_effective_coverage": 0.1264,
      "task_mode_automation_pressure": 0.0675,
      "task_mode_augmentation_upside": 0.029,
      "task_mode_concentration": 0.0853,
      "v5_effective_augmentation": 0.0288,
      "v5_demand_fragility": 0.1916,
      "v5_reallocation_capacity": 0.9229,
      "v5_concentration_adjustment": 1.0345,
      "v5_structural_risk_p10": 0.1232,
      "v5_structural_risk": 0.1813,
      "v5_structural_risk_p90": 0.2394,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0287,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5302,
      "v5_adaptation_capacity": 0.3928,
      "v5_adaptation_buffer": 0.0786,
      "v5_transition_adjusted_risk": 0.1671,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0453,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0188,
      "delta_vs_live_transition": 0.0046,
      "best_transition": {
        "to_ssoc": "35212",
        "to_title": "Video camera operator",
        "composite": 0.6277,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4328,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5308
      },
      "realization_scalar": 0.2888,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31596",
      "title": "Train operations officer",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1387,
      "live_risk_band": "low",
      "live_augmentation": 0.0951,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2197,
      "posterior_exposure_p50": 0.4097,
      "posterior_exposure_p90": 0.5997,
      "posterior_interval_width_80": 0.38,
      "v5_structural_exposure_p10": 0.3172,
      "v5_structural_exposure": 0.5072,
      "v5_structural_exposure_p90": 0.6972,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0378,
      "v5_demand_fragility": 0.1306,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0235,
      "v5_structural_risk_p10": 0.1044,
      "v5_structural_risk": 0.167,
      "v5_structural_risk_p90": 0.2295,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0418,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5614,
      "v5_adaptation_capacity": 0.3438,
      "v5_adaptation_buffer": 0.0688,
      "v5_transition_adjusted_risk": 0.1555,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0412,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0283,
      "delta_vs_live_transition": 0.0168,
      "best_transition": {
        "to_ssoc": "31594",
        "to_title": "Air cargo officer",
        "composite": 0.675,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4828,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5541
      },
      "realization_scalar": 0.2862,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "31572",
      "title": "Train service supervisor",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.049,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0936,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1953,
      "posterior_exposure_p50": 0.3653,
      "posterior_exposure_p90": 0.5353,
      "posterior_interval_width_80": 0.34,
      "v5_structural_exposure_p10": 0.2482,
      "v5_structural_exposure": 0.4182,
      "v5_structural_exposure_p90": 0.5882,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4451,
      "task_mode_copilot_share": 0.3211,
      "task_mode_human_led_share": 0.2338,
      "task_mode_effective_coverage": 0.0372,
      "task_mode_automation_pressure": 0.0215,
      "task_mode_augmentation_upside": 0.007,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.031,
      "v5_demand_fragility": 0.1171,
      "v5_reallocation_capacity": 0.0832,
      "v5_concentration_adjustment": 1.0211,
      "v5_structural_risk_p10": 0.0384,
      "v5_structural_risk": 0.0648,
      "v5_structural_risk_p90": 0.0911,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.037,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5576,
      "v5_adaptation_capacity": 0.2993,
      "v5_adaptation_buffer": 0.0599,
      "v5_transition_adjusted_risk": 0.0609,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0158,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0158,
      "delta_vs_live_transition": 0.0119,
      "best_transition": {
        "to_ssoc": "31571",
        "to_title": "Air transport service supervisor",
        "composite": 0.6839,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4915,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5584
      },
      "realization_scalar": 0.2811,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "32400",
      "title": "Veterinary technician/assistant",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1279,
      "live_risk_band": "low",
      "live_augmentation": 0.0322,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1976,
      "posterior_exposure_p50": 0.3762,
      "posterior_exposure_p90": 0.5548,
      "posterior_interval_width_80": 0.3572,
      "v5_structural_exposure_p10": 0.1332,
      "v5_structural_exposure": 0.3118,
      "v5_structural_exposure_p90": 0.4904,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0106,
      "v5_demand_fragility": 0.1282,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0231,
      "v5_structural_risk_p10": 0.0669,
      "v5_structural_risk": 0.1565,
      "v5_structural_risk_p90": 0.2462,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0132,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5464,
      "v5_adaptation_capacity": 0.4035,
      "v5_adaptation_buffer": 0.0807,
      "v5_transition_adjusted_risk": 0.1439,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0178,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0286,
      "delta_vs_live_transition": 0.016,
      "best_transition": {
        "to_ssoc": "32200",
        "to_title": "Enrolled/Assistant nurse (excluding registered nurse)",
        "composite": 0.648,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4572,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5415
      },
      "realization_scalar": 0.1336,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "35212",
      "title": "Video camera operator",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3621,
      "live_risk_band": "high",
      "live_augmentation": 0.0342,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2975,
      "posterior_exposure_p50": 0.4761,
      "posterior_exposure_p90": 0.6548,
      "posterior_interval_width_80": 0.3573,
      "v5_structural_exposure_p10": 0.348,
      "v5_structural_exposure": 0.5266,
      "v5_structural_exposure_p90": 0.7053,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.35,
      "task_mode_copilot_share": 0.3357,
      "task_mode_human_led_share": 0.3142,
      "task_mode_effective_coverage": 0.0819,
      "task_mode_automation_pressure": 0.0425,
      "task_mode_augmentation_upside": 0.0198,
      "task_mode_concentration": 0.5597,
      "v5_effective_augmentation": 0.0226,
      "v5_demand_fragility": 0.2142,
      "v5_reallocation_capacity": 0.4949,
      "v5_concentration_adjustment": 1.0385,
      "v5_structural_risk_p10": 0.258,
      "v5_structural_risk": 0.3904,
      "v5_structural_risk_p90": 0.5229,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0233,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.522,
      "v5_adaptation_capacity": 0.33,
      "v5_adaptation_buffer": 0.066,
      "v5_transition_adjusted_risk": 0.3647,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1046,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0283,
      "delta_vs_live_transition": 0.0026,
      "best_transition": {
        "to_ssoc": "34221",
        "to_title": "Sports coach",
        "composite": 0.6141,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5025,
        "wage_preservation": 0.901,
        "training_ease": 0.3,
        "empirical_priority": 0.5764
      },
      "realization_scalar": 0.3043,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "34323",
      "title": "Visual merchandiser",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2641,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0262,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2934,
      "posterior_exposure_p50": 0.472,
      "posterior_exposure_p90": 0.6505,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.186,
      "v5_structural_exposure": 0.3646,
      "v5_structural_exposure_p90": 0.5431,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0123,
      "v5_demand_fragility": 0.0821,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0148,
      "v5_structural_risk_p10": 0.1339,
      "v5_structural_risk": 0.2624,
      "v5_structural_risk_p90": 0.3909,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0154,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5685,
      "v5_adaptation_capacity": 0.4147,
      "v5_adaptation_buffer": 0.0829,
      "v5_transition_adjusted_risk": 0.2407,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0677,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0017,
      "delta_vs_live_transition": -0.0234,
      "best_transition": {
        "to_ssoc": "34221",
        "to_title": "Sports coach",
        "composite": 0.6596,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5478,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6141
      },
      "realization_scalar": 0.3068,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "34123",
      "title": "Volunteer executive",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1155,
      "live_risk_band": "low",
      "live_augmentation": 0.1537,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2426,
      "posterior_exposure_p50": 0.4212,
      "posterior_exposure_p90": 0.5997,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.3685,
      "v5_structural_exposure": 0.5471,
      "v5_structural_exposure_p90": 0.7256,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4074,
      "task_mode_copilot_share": 0.3315,
      "task_mode_human_led_share": 0.2611,
      "task_mode_effective_coverage": 0.1583,
      "task_mode_automation_pressure": 0.0884,
      "task_mode_augmentation_upside": 0.0327,
      "task_mode_concentration": 0.2241,
      "v5_effective_augmentation": 0.0549,
      "v5_demand_fragility": 0.1054,
      "v5_reallocation_capacity": 0.7958,
      "v5_concentration_adjustment": 1.019,
      "v5_structural_risk_p10": 0.0872,
      "v5_structural_risk": 0.1294,
      "v5_structural_risk_p90": 0.1716,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0605,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5302,
      "v5_adaptation_capacity": 0.389,
      "v5_adaptation_buffer": 0.0778,
      "v5_transition_adjusted_risk": 0.1194,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0308,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0139,
      "delta_vs_live_transition": 0.0039,
      "best_transition": {
        "to_ssoc": "34310",
        "to_title": "Photographer",
        "composite": 0.5983,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4742,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5817
      },
      "realization_scalar": 0.2803,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "35140",
      "title": "Website administrator/Webmaster",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.4393,
      "live_risk_band": "high",
      "live_augmentation": 0.1259,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.4868,
      "posterior_exposure_p50": 0.6688,
      "posterior_exposure_p90": 0.8507,
      "posterior_interval_width_80": 0.3639,
      "v5_structural_exposure_p10": 0.4868,
      "v5_structural_exposure": 0.6688,
      "v5_structural_exposure_p90": 0.8507,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0653,
      "v5_demand_fragility": 0.9231,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1662,
      "v5_structural_risk_p10": 0.3124,
      "v5_structural_risk": 0.4292,
      "v5_structural_risk_p90": 0.5459,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0653,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5662,
      "v5_adaptation_capacity": 0.3424,
      "v5_adaptation_buffer": 0.0685,
      "v5_transition_adjusted_risk": 0.3998,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1315,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0101,
      "delta_vs_live_transition": -0.0395,
      "best_transition": {
        "to_ssoc": "35122",
        "to_title": "IT security technician",
        "composite": 0.6944,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5082,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5649
      },
      "realization_scalar": 0.3033,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "34121",
      "title": "Youth work associate",
      "major_group": "ASSOCIATE PROFESSIONALS AND TECHNICIANS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.129,
      "live_risk_band": "low",
      "live_augmentation": 0.1142,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2456,
      "posterior_exposure_p50": 0.4241,
      "posterior_exposure_p90": 0.6027,
      "posterior_interval_width_80": 0.3571,
      "v5_structural_exposure_p10": 0.3799,
      "v5_structural_exposure": 0.5584,
      "v5_structural_exposure_p90": 0.737,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3252,
      "task_mode_copilot_share": 0.3488,
      "task_mode_human_led_share": 0.326,
      "task_mode_effective_coverage": 0.2075,
      "task_mode_automation_pressure": 0.1059,
      "task_mode_augmentation_upside": 0.0525,
      "task_mode_concentration": 0.1274,
      "v5_effective_augmentation": 0.049,
      "v5_demand_fragility": 0.0989,
      "v5_reallocation_capacity": 0.8855,
      "v5_concentration_adjustment": 1.0178,
      "v5_structural_risk_p10": 0.0945,
      "v5_structural_risk": 0.1389,
      "v5_structural_risk_p90": 0.1833,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0481,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5644,
      "v5_adaptation_capacity": 0.4137,
      "v5_adaptation_buffer": 0.0827,
      "v5_transition_adjusted_risk": 0.1274,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0331,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0099,
      "delta_vs_live_transition": -0.0016,
      "best_transition": {
        "to_ssoc": "34310",
        "to_title": "Photographer",
        "composite": 0.5983,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4742,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5817
      },
      "realization_scalar": 0.2822,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43233",
      "title": "Air transport clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4269,
      "live_risk_band": "high",
      "live_augmentation": 0.0434,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.464,
      "posterior_exposure_p50": 0.6242,
      "posterior_exposure_p90": 0.7844,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.4727,
      "v5_structural_exposure": 0.6329,
      "v5_structural_exposure_p90": 0.7931,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3288,
      "task_mode_copilot_share": 0.3711,
      "task_mode_human_led_share": 0.3001,
      "task_mode_effective_coverage": 0.112,
      "task_mode_automation_pressure": 0.0579,
      "task_mode_augmentation_upside": 0.0273,
      "task_mode_concentration": 0.361,
      "v5_effective_augmentation": 0.0342,
      "v5_demand_fragility": 0.1848,
      "v5_reallocation_capacity": 0.6754,
      "v5_concentration_adjustment": 1.0333,
      "v5_structural_risk_p10": 0.3429,
      "v5_structural_risk": 0.4592,
      "v5_structural_risk_p90": 0.5754,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0359,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5751,
      "v5_adaptation_capacity": 0.382,
      "v5_adaptation_buffer": 0.0764,
      "v5_transition_adjusted_risk": 0.4241,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1808,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0323,
      "delta_vs_live_transition": -0.0028,
      "best_transition": {
        "to_ssoc": "43221",
        "to_title": "Material planning clerk",
        "composite": 0.6693,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5534,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6247
      },
      "realization_scalar": 0.455,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43113",
      "title": "Audit clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.6566,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0266,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6169,
      "posterior_exposure_p50": 0.7653,
      "posterior_exposure_p90": 0.9137,
      "posterior_interval_width_80": 0.2968,
      "v5_structural_exposure_p10": 0.5833,
      "v5_structural_exposure": 0.7317,
      "v5_structural_exposure_p90": 0.8801,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.406,
      "task_mode_copilot_share": 0.3547,
      "task_mode_human_led_share": 0.2392,
      "task_mode_effective_coverage": 0.1354,
      "task_mode_automation_pressure": 0.0764,
      "task_mode_augmentation_upside": 0.0271,
      "task_mode_concentration": 0.2513,
      "v5_effective_augmentation": 0.0335,
      "v5_demand_fragility": 0.1814,
      "v5_reallocation_capacity": 0.7711,
      "v5_concentration_adjustment": 1.0326,
      "v5_structural_risk_p10": 0.4794,
      "v5_structural_risk": 0.6013,
      "v5_structural_risk_p90": 0.7233,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0351,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5981,
      "v5_adaptation_capacity": 0.4036,
      "v5_adaptation_buffer": 0.0807,
      "v5_transition_adjusted_risk": 0.5528,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2376,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0553,
      "delta_vs_live_transition": -0.1038,
      "best_transition": {
        "to_ssoc": "43114",
        "to_title": "Payroll/Wages clerk",
        "composite": 0.7604,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5775,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6043
      },
      "realization_scalar": 0.4591,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43121",
      "title": "Bank operations clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.6455,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0069,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5971,
      "posterior_exposure_p50": 0.7573,
      "posterior_exposure_p90": 0.9176,
      "posterior_interval_width_80": 0.3205,
      "v5_structural_exposure_p10": 0.5382,
      "v5_structural_exposure": 0.6984,
      "v5_structural_exposure_p90": 0.8587,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0897,
      "task_mode_automation_pressure": 0.0465,
      "task_mode_augmentation_upside": 0.0218,
      "task_mode_concentration": 0.6756,
      "v5_effective_augmentation": 0.0313,
      "v5_demand_fragility": 0.1973,
      "v5_reallocation_capacity": 0.3954,
      "v5_concentration_adjustment": 1.0355,
      "v5_structural_risk_p10": 0.4603,
      "v5_structural_risk": 0.5974,
      "v5_structural_risk_p90": 0.7345,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0337,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6025,
      "v5_adaptation_capacity": 0.3575,
      "v5_adaptation_buffer": 0.0715,
      "v5_transition_adjusted_risk": 0.5547,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2439,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0481,
      "delta_vs_live_transition": -0.0908,
      "best_transition": {
        "to_ssoc": "43221",
        "to_title": "Material planning clerk",
        "composite": 0.6949,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5888,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6393
      },
      "realization_scalar": 0.468,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "42111",
      "title": "Bank teller",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3622,
      "live_risk_band": "high",
      "live_augmentation": 0.0415,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.501,
      "posterior_exposure_p50": 0.6612,
      "posterior_exposure_p90": 0.8215,
      "posterior_interval_width_80": 0.3205,
      "v5_structural_exposure_p10": 0.3831,
      "v5_structural_exposure": 0.5433,
      "v5_structural_exposure_p90": 0.7036,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.461,
      "task_mode_copilot_share": 0.3072,
      "task_mode_human_led_share": 0.2318,
      "task_mode_effective_coverage": 0.0128,
      "task_mode_automation_pressure": 0.0075,
      "task_mode_augmentation_upside": 0.0023,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0209,
      "v5_demand_fragility": 0.1419,
      "v5_reallocation_capacity": 0.0808,
      "v5_concentration_adjustment": 1.0255,
      "v5_structural_risk_p10": 0.2696,
      "v5_structural_risk": 0.3824,
      "v5_structural_risk_p90": 0.4952,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0256,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.553,
      "v5_adaptation_capacity": 0.2913,
      "v5_adaptation_buffer": 0.0583,
      "v5_transition_adjusted_risk": 0.3601,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1537,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0202,
      "delta_vs_live_transition": -0.0021,
      "best_transition": {
        "to_ssoc": "42141",
        "to_title": "Bill collector",
        "composite": 0.624,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.501,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6012
      },
      "realization_scalar": 0.4597,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "42141",
      "title": "Bill collector",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.578,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0364,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5682,
      "posterior_exposure_p50": 0.7166,
      "posterior_exposure_p90": 0.865,
      "posterior_interval_width_80": 0.2968,
      "v5_structural_exposure_p10": 0.5615,
      "v5_structural_exposure": 0.7099,
      "v5_structural_exposure_p90": 0.8583,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3697,
      "task_mode_copilot_share": 0.3137,
      "task_mode_human_led_share": 0.3166,
      "task_mode_effective_coverage": 0.1608,
      "task_mode_automation_pressure": 0.0848,
      "task_mode_augmentation_upside": 0.0379,
      "task_mode_concentration": 0.3385,
      "v5_effective_augmentation": 0.0405,
      "v5_demand_fragility": 0.1687,
      "v5_reallocation_capacity": 0.6935,
      "v5_concentration_adjustment": 1.0304,
      "v5_structural_risk_p10": 0.4306,
      "v5_structural_risk": 0.5444,
      "v5_structural_risk_p90": 0.6582,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0412,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6055,
      "v5_adaptation_capacity": 0.4008,
      "v5_adaptation_buffer": 0.0802,
      "v5_transition_adjusted_risk": 0.5007,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2183,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0336,
      "delta_vs_live_transition": -0.0773,
      "best_transition": {
        "to_ssoc": "42113",
        "to_title": "Money changer",
        "composite": 0.6787,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5663,
        "wage_preservation": 0.9175,
        "training_ease": 0.3,
        "empirical_priority": 0.6168
      },
      "realization_scalar": 0.4668,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43115",
      "title": "Billing clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.6671,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0332,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6199,
      "posterior_exposure_p50": 0.7682,
      "posterior_exposure_p90": 0.9166,
      "posterior_interval_width_80": 0.2967,
      "v5_structural_exposure_p10": 0.6093,
      "v5_structural_exposure": 0.7576,
      "v5_structural_exposure_p90": 0.906,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4263,
      "task_mode_copilot_share": 0.3262,
      "task_mode_human_led_share": 0.2475,
      "task_mode_effective_coverage": 0.2272,
      "task_mode_automation_pressure": 0.129,
      "task_mode_augmentation_upside": 0.0447,
      "task_mode_concentration": 0.2067,
      "v5_effective_augmentation": 0.0449,
      "v5_demand_fragility": 0.1901,
      "v5_reallocation_capacity": 0.8111,
      "v5_concentration_adjustment": 1.0342,
      "v5_structural_risk_p10": 0.4876,
      "v5_structural_risk": 0.6063,
      "v5_structural_risk_p90": 0.725,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.045,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.611,
      "v5_adaptation_capacity": 0.4186,
      "v5_adaptation_buffer": 0.0837,
      "v5_transition_adjusted_risk": 0.5555,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2388,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0608,
      "delta_vs_live_transition": -0.1116,
      "best_transition": {
        "to_ssoc": "43114",
        "to_title": "Payroll/Wages clerk",
        "composite": 0.7636,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5812,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.606
      },
      "realization_scalar": 0.4582,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43111",
      "title": "Bookkeeper",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.6509,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0394,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.6145,
      "posterior_exposure_p50": 0.7651,
      "posterior_exposure_p90": 0.9156,
      "posterior_interval_width_80": 0.3011,
      "v5_structural_exposure_p10": 0.6145,
      "v5_structural_exposure": 0.7651,
      "v5_structural_exposure_p90": 0.9156,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.053,
      "v5_demand_fragility": 0.7949,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1431,
      "v5_structural_risk_p10": 0.5264,
      "v5_structural_risk": 0.6554,
      "v5_structural_risk_p90": 0.7843,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.053,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6083,
      "v5_adaptation_capacity": 0.3594,
      "v5_adaptation_buffer": 0.0719,
      "v5_transition_adjusted_risk": 0.6083,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.3042,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0045,
      "delta_vs_live_transition": -0.0426,
      "best_transition": {
        "to_ssoc": "43114",
        "to_title": "Payroll/Wages clerk",
        "composite": 0.7587,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5755,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6034
      },
      "realization_scalar": 0.4722,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "42246",
      "title": "Contact centre information clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4834,
      "live_risk_band": "high",
      "live_augmentation": 0.0773,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5352,
      "posterior_exposure_p50": 0.6954,
      "posterior_exposure_p90": 0.8556,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.5613,
      "v5_structural_exposure": 0.7215,
      "v5_structural_exposure_p90": 0.8817,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4457,
      "task_mode_copilot_share": 0.3178,
      "task_mode_human_led_share": 0.2364,
      "task_mode_effective_coverage": 0.2309,
      "task_mode_automation_pressure": 0.1337,
      "task_mode_augmentation_upside": 0.0434,
      "task_mode_concentration": 0.2482,
      "v5_effective_augmentation": 0.047,
      "v5_demand_fragility": 0.1716,
      "v5_reallocation_capacity": 0.7724,
      "v5_concentration_adjustment": 1.0309,
      "v5_structural_risk_p10": 0.3713,
      "v5_structural_risk": 0.4773,
      "v5_structural_risk_p90": 0.5833,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0479,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5898,
      "v5_adaptation_capacity": 0.4064,
      "v5_adaptation_buffer": 0.0813,
      "v5_transition_adjusted_risk": 0.4385,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1843,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0061,
      "delta_vs_live_transition": -0.0449,
      "best_transition": {
        "to_ssoc": "42210",
        "to_title": "Travel consultant/Reservation executive",
        "composite": 0.7228,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5404,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5864
      },
      "realization_scalar": 0.4498,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "42245",
      "title": "Customer service officer/clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4912,
      "live_risk_band": "high",
      "live_augmentation": 0.0824,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5365,
      "posterior_exposure_p50": 0.6967,
      "posterior_exposure_p90": 0.8569,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.5796,
      "v5_structural_exposure": 0.7398,
      "v5_structural_exposure_p90": 0.9,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4051,
      "task_mode_copilot_share": 0.3211,
      "task_mode_human_led_share": 0.2738,
      "task_mode_effective_coverage": 0.4105,
      "task_mode_automation_pressure": 0.2266,
      "task_mode_augmentation_upside": 0.0866,
      "task_mode_concentration": 0.1903,
      "v5_effective_augmentation": 0.0621,
      "v5_demand_fragility": 0.1847,
      "v5_reallocation_capacity": 0.8267,
      "v5_concentration_adjustment": 1.0332,
      "v5_structural_risk_p10": 0.3816,
      "v5_structural_risk": 0.4871,
      "v5_structural_risk_p90": 0.5926,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.056,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5888,
      "v5_adaptation_capacity": 0.4199,
      "v5_adaptation_buffer": 0.084,
      "v5_transition_adjusted_risk": 0.4462,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0667,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0041,
      "delta_vs_live_transition": -0.045,
      "best_transition": {
        "to_ssoc": "42210",
        "to_title": "Travel consultant/Reservation executive",
        "composite": 0.7251,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5432,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5876
      },
      "realization_scalar": 0.1595,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "41320",
      "title": "Data entry clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.6343,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0083,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6015,
      "posterior_exposure_p50": 0.7617,
      "posterior_exposure_p90": 0.922,
      "posterior_interval_width_80": 0.3205,
      "v5_structural_exposure_p10": 0.522,
      "v5_structural_exposure": 0.6822,
      "v5_structural_exposure_p90": 0.8425,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.459,
      "task_mode_copilot_share": 0.3315,
      "task_mode_human_led_share": 0.2095,
      "task_mode_effective_coverage": 0.0707,
      "task_mode_automation_pressure": 0.0418,
      "task_mode_augmentation_upside": 0.0125,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0215,
      "v5_demand_fragility": 0.1705,
      "v5_reallocation_capacity": 0.0812,
      "v5_concentration_adjustment": 1.0307,
      "v5_structural_risk_p10": 0.4564,
      "v5_structural_risk": 0.5964,
      "v5_structural_risk_p90": 0.7366,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0238,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5853,
      "v5_adaptation_capacity": 0.3068,
      "v5_adaptation_buffer": 0.0614,
      "v5_transition_adjusted_risk": 0.5598,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2275,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0379,
      "delta_vs_live_transition": -0.0745,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7052,
        "observed_transition_rate": 0.0203,
        "destination_quality": 0.6774,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.5919
      },
      "realization_scalar": 0.435,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43151",
      "title": "Data processing control clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.6494,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0113,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5782,
      "posterior_exposure_p50": 0.7407,
      "posterior_exposure_p90": 0.9031,
      "posterior_interval_width_80": 0.3249,
      "v5_structural_exposure_p10": 0.54,
      "v5_structural_exposure": 0.7025,
      "v5_structural_exposure_p90": 0.8649,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4474,
      "task_mode_copilot_share": 0.335,
      "task_mode_human_led_share": 0.2176,
      "task_mode_effective_coverage": 0.1171,
      "task_mode_automation_pressure": 0.0688,
      "task_mode_augmentation_upside": 0.0213,
      "task_mode_concentration": 0.2915,
      "v5_effective_augmentation": 0.0305,
      "v5_demand_fragility": 0.1818,
      "v5_reallocation_capacity": 0.7326,
      "v5_concentration_adjustment": 1.0327,
      "v5_structural_risk_p10": 0.4542,
      "v5_structural_risk": 0.5908,
      "v5_structural_risk_p90": 0.7274,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0328,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5853,
      "v5_adaptation_capacity": 0.392,
      "v5_adaptation_buffer": 0.0784,
      "v5_transition_adjusted_risk": 0.5445,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2216,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0586,
      "delta_vs_live_transition": -0.1049,
      "best_transition": {
        "to_ssoc": "21714",
        "to_title": "Marine superintendent",
        "composite": 0.7052,
        "observed_transition_rate": 0.0203,
        "destination_quality": 0.6774,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.5919
      },
      "realization_scalar": 0.4347,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dillon_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43142",
      "title": "Enumerator/Market research interviewer",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.7493,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0232,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6442,
      "posterior_exposure_p50": 0.7925,
      "posterior_exposure_p90": 0.9408,
      "posterior_interval_width_80": 0.2966,
      "v5_structural_exposure_p10": 0.6365,
      "v5_structural_exposure": 0.7848,
      "v5_structural_exposure_p90": 0.9331,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3269,
      "task_mode_copilot_share": 0.3958,
      "task_mode_human_led_share": 0.2773,
      "task_mode_effective_coverage": 0.3539,
      "task_mode_automation_pressure": 0.186,
      "task_mode_augmentation_upside": 0.0837,
      "task_mode_concentration": 0.0461,
      "v5_effective_augmentation": 0.0549,
      "v5_demand_fragility": 0.1694,
      "v5_reallocation_capacity": 0.9586,
      "v5_concentration_adjustment": 1.0305,
      "v5_structural_risk_p10": 0.5269,
      "v5_structural_risk": 0.6497,
      "v5_structural_risk_p90": 0.7725,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0477,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6098,
      "v5_adaptation_capacity": 0.4422,
      "v5_adaptation_buffer": 0.0884,
      "v5_transition_adjusted_risk": 0.5922,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2546,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0996,
      "delta_vs_live_transition": -0.1571,
      "best_transition": {
        "to_ssoc": "43211",
        "to_title": "Stock records clerk",
        "composite": 0.7192,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.62,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6526
      },
      "realization_scalar": 0.4604,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "42247",
      "title": "Hotel executive (including hotel reservation and front desk executive)",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4545,
      "live_risk_band": "high",
      "live_augmentation": 0.0886,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5331,
      "posterior_exposure_p50": 0.6933,
      "posterior_exposure_p90": 0.8535,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.5391,
      "v5_structural_exposure": 0.6993,
      "v5_structural_exposure_p90": 0.8595,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4149,
      "task_mode_copilot_share": 0.3288,
      "task_mode_human_led_share": 0.2563,
      "task_mode_effective_coverage": 0.1589,
      "task_mode_automation_pressure": 0.0894,
      "task_mode_augmentation_upside": 0.0322,
      "task_mode_concentration": 0.2241,
      "v5_effective_augmentation": 0.0486,
      "v5_demand_fragility": 0.1568,
      "v5_reallocation_capacity": 0.7956,
      "v5_concentration_adjustment": 1.0282,
      "v5_structural_risk_p10": 0.3449,
      "v5_structural_risk": 0.4474,
      "v5_structural_risk_p90": 0.5499,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0527,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5838,
      "v5_adaptation_capacity": 0.4073,
      "v5_adaptation_buffer": 0.0815,
      "v5_transition_adjusted_risk": 0.4109,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1719,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0071,
      "delta_vs_live_transition": -0.0436,
      "best_transition": {
        "to_ssoc": "42210",
        "to_title": "Travel consultant/Reservation executive",
        "composite": 0.7141,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5303,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5819
      },
      "realization_scalar": 0.4492,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "42242",
      "title": "Hotel receptionist (including hotel reservation and front desk clerk)",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4697,
      "live_risk_band": "high",
      "live_augmentation": 0.0661,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5323,
      "posterior_exposure_p50": 0.6925,
      "posterior_exposure_p90": 0.8527,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.554,
      "v5_structural_exposure": 0.7142,
      "v5_structural_exposure_p90": 0.8744,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4084,
      "task_mode_copilot_share": 0.2962,
      "task_mode_human_led_share": 0.2954,
      "task_mode_effective_coverage": 0.2233,
      "task_mode_automation_pressure": 0.122,
      "task_mode_augmentation_upside": 0.0485,
      "task_mode_concentration": 0.2481,
      "v5_effective_augmentation": 0.0538,
      "v5_demand_fragility": 0.1698,
      "v5_reallocation_capacity": 0.7739,
      "v5_concentration_adjustment": 1.0306,
      "v5_structural_risk_p10": 0.3728,
      "v5_structural_risk": 0.4806,
      "v5_structural_risk_p90": 0.5884,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0551,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5174,
      "v5_adaptation_capacity": 0.379,
      "v5_adaptation_buffer": 0.0758,
      "v5_transition_adjusted_risk": 0.4441,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.112,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0109,
      "delta_vs_live_transition": -0.0256,
      "best_transition": {
        "to_ssoc": "42243",
        "to_title": "Medical/Dental receptionist",
        "composite": 0.6977,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5094,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5729
      },
      "realization_scalar": 0.27,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43122",
      "title": "Insurance/Underwriting clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.6663,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0078,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5989,
      "posterior_exposure_p50": 0.7591,
      "posterior_exposure_p90": 0.9193,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.5485,
      "v5_structural_exposure": 0.7087,
      "v5_structural_exposure_p90": 0.8689,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4332,
      "task_mode_copilot_share": 0.3243,
      "task_mode_human_led_share": 0.2425,
      "task_mode_effective_coverage": 0.1156,
      "task_mode_automation_pressure": 0.0663,
      "task_mode_augmentation_upside": 0.0224,
      "task_mode_concentration": 0.2917,
      "v5_effective_augmentation": 0.0342,
      "v5_demand_fragility": 0.1814,
      "v5_reallocation_capacity": 0.7331,
      "v5_concentration_adjustment": 1.0326,
      "v5_structural_risk_p10": 0.4613,
      "v5_structural_risk": 0.596,
      "v5_structural_risk_p90": 0.7307,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0371,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6052,
      "v5_adaptation_capacity": 0.4019,
      "v5_adaptation_buffer": 0.0804,
      "v5_transition_adjusted_risk": 0.5481,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2401,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0703,
      "delta_vs_live_transition": -0.1182,
      "best_transition": {
        "to_ssoc": "43221",
        "to_title": "Material planning clerk",
        "composite": 0.7011,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5961,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6426
      },
      "realization_scalar": 0.4678,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43232",
      "title": "Land transport clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4125,
      "live_risk_band": "high",
      "live_augmentation": 0.0534,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.464,
      "posterior_exposure_p50": 0.6242,
      "posterior_exposure_p90": 0.7844,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.4729,
      "v5_structural_exposure": 0.6331,
      "v5_structural_exposure_p90": 0.7933,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3288,
      "task_mode_copilot_share": 0.3711,
      "task_mode_human_led_share": 0.3001,
      "task_mode_effective_coverage": 0.112,
      "task_mode_automation_pressure": 0.0579,
      "task_mode_augmentation_upside": 0.0273,
      "task_mode_concentration": 0.361,
      "v5_effective_augmentation": 0.0402,
      "v5_demand_fragility": 0.1848,
      "v5_reallocation_capacity": 0.6754,
      "v5_concentration_adjustment": 1.0333,
      "v5_structural_risk_p10": 0.3314,
      "v5_structural_risk": 0.4437,
      "v5_structural_risk_p90": 0.556,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0434,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5823,
      "v5_adaptation_capacity": 0.3874,
      "v5_adaptation_buffer": 0.0775,
      "v5_transition_adjusted_risk": 0.4093,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1742,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0312,
      "delta_vs_live_transition": -0.0032,
      "best_transition": {
        "to_ssoc": "43221",
        "to_title": "Material planning clerk",
        "composite": 0.665,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5483,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6224
      },
      "realization_scalar": 0.4542,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43112",
      "title": "Ledger and accounts clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4919,
      "live_risk_band": "high",
      "live_augmentation": 0.0261,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6039,
      "posterior_exposure_p50": 0.7523,
      "posterior_exposure_p90": 0.9008,
      "posterior_interval_width_80": 0.2969,
      "v5_structural_exposure_p10": 0.4337,
      "v5_structural_exposure": 0.5821,
      "v5_structural_exposure_p90": 0.7306,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4451,
      "task_mode_copilot_share": 0.3211,
      "task_mode_human_led_share": 0.2338,
      "task_mode_effective_coverage": 0.0022,
      "task_mode_automation_pressure": 0.0013,
      "task_mode_augmentation_upside": 0.0004,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0251,
      "v5_demand_fragility": 0.1604,
      "v5_reallocation_capacity": 0.0832,
      "v5_concentration_adjustment": 1.0289,
      "v5_structural_risk_p10": 0.3419,
      "v5_structural_risk": 0.4589,
      "v5_structural_risk_p90": 0.5759,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0313,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5771,
      "v5_adaptation_capacity": 0.3043,
      "v5_adaptation_buffer": 0.0609,
      "v5_transition_adjusted_risk": 0.4309,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1849,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.033,
      "delta_vs_live_transition": -0.061,
      "best_transition": {
        "to_ssoc": "43114",
        "to_title": "Payroll/Wages clerk",
        "composite": 0.711,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5195,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5786
      },
      "realization_scalar": 0.4604,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "44170",
      "title": "Legal clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4905,
      "live_risk_band": "high",
      "live_augmentation": 0.0225,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5418,
      "posterior_exposure_p50": 0.6938,
      "posterior_exposure_p90": 0.8458,
      "posterior_interval_width_80": 0.304,
      "v5_structural_exposure_p10": 0.5028,
      "v5_structural_exposure": 0.6548,
      "v5_structural_exposure_p90": 0.8068,
      "task_mode_blend_weight": 0.3695,
      "task_mode_matched_task_weight_share": 0.8391,
      "task_mode_delegable_share": 0.2513,
      "task_mode_copilot_share": 0.4855,
      "task_mode_human_led_share": 0.2632,
      "task_mode_effective_coverage": 0.082,
      "task_mode_automation_pressure": 0.0415,
      "task_mode_augmentation_upside": 0.021,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0441,
      "v5_demand_fragility": 0.0663,
      "v5_reallocation_capacity": 0.1123,
      "v5_concentration_adjustment": 1.0119,
      "v5_structural_risk_p10": 0.3918,
      "v5_structural_risk": 0.5103,
      "v5_structural_risk_p90": 0.6287,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0499,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4965,
      "v5_adaptation_capacity": 0.2815,
      "v5_adaptation_buffer": 0.0563,
      "v5_transition_adjusted_risk": 0.4815,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1604,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0198,
      "delta_vs_live_transition": -0.009,
      "best_transition": {
        "to_ssoc": "26112",
        "to_title": "In-house legal counsel (except judiciary, ministries and statutory boards)",
        "composite": 0.6359,
        "observed_transition_rate": 0.0203,
        "destination_quality": 0.6026,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.5573
      },
      "realization_scalar": 0.3648,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "44110",
      "title": "Library clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4411,
      "live_risk_band": "high",
      "live_augmentation": 0.019,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4847,
      "posterior_exposure_p50": 0.6449,
      "posterior_exposure_p90": 0.8051,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.4195,
      "v5_structural_exposure": 0.5797,
      "v5_structural_exposure_p90": 0.7399,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3479,
      "task_mode_copilot_share": 0.3473,
      "task_mode_human_led_share": 0.3048,
      "task_mode_effective_coverage": 0.0406,
      "task_mode_automation_pressure": 0.0212,
      "task_mode_augmentation_upside": 0.0097,
      "task_mode_concentration": 0.415,
      "v5_effective_augmentation": 0.0167,
      "v5_demand_fragility": 0.0262,
      "v5_reallocation_capacity": 0.6256,
      "v5_concentration_adjustment": 1.0047,
      "v5_structural_risk_p10": 0.3313,
      "v5_structural_risk": 0.4578,
      "v5_structural_risk_p90": 0.5843,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0185,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5595,
      "v5_adaptation_capacity": 0.367,
      "v5_adaptation_buffer": 0.0734,
      "v5_transition_adjusted_risk": 0.4242,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1787,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0167,
      "delta_vs_live_transition": -0.0169,
      "best_transition": {
        "to_ssoc": "44191",
        "to_title": "Proofreading clerk",
        "composite": 0.621,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.4978,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5998
      },
      "realization_scalar": 0.4653,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43221",
      "title": "Material planning clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.294,
      "live_risk_band": "moderate",
      "live_augmentation": 0.077,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4458,
      "posterior_exposure_p50": 0.6045,
      "posterior_exposure_p90": 0.7631,
      "posterior_interval_width_80": 0.3173,
      "v5_structural_exposure_p10": 0.4124,
      "v5_structural_exposure": 0.5711,
      "v5_structural_exposure_p90": 0.7297,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3522,
      "task_mode_copilot_share": 0.3909,
      "task_mode_human_led_share": 0.2568,
      "task_mode_effective_coverage": 0.0517,
      "task_mode_automation_pressure": 0.028,
      "task_mode_augmentation_upside": 0.0115,
      "task_mode_concentration": 0.5319,
      "v5_effective_augmentation": 0.0419,
      "v5_demand_fragility": 0.1767,
      "v5_reallocation_capacity": 0.5198,
      "v5_concentration_adjustment": 1.0318,
      "v5_structural_risk_p10": 0.248,
      "v5_structural_risk": 0.3435,
      "v5_structural_risk_p90": 0.4388,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0495,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5126,
      "v5_adaptation_capacity": 0.3373,
      "v5_adaptation_buffer": 0.0675,
      "v5_transition_adjusted_risk": 0.3203,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1366,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0495,
      "delta_vs_live_transition": 0.0263,
      "best_transition": {
        "to_ssoc": "43123",
        "to_title": "Securities clerk",
        "composite": 0.5644,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.439,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5721
      },
      "realization_scalar": 0.4559,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "42243",
      "title": "Medical/Dental receptionist",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3755,
      "live_risk_band": "high",
      "live_augmentation": 0.0418,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5206,
      "posterior_exposure_p50": 0.6809,
      "posterior_exposure_p90": 0.8411,
      "posterior_interval_width_80": 0.3205,
      "v5_structural_exposure_p10": 0.4385,
      "v5_structural_exposure": 0.5988,
      "v5_structural_exposure_p90": 0.759,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3411,
      "task_mode_copilot_share": 0.2654,
      "task_mode_human_led_share": 0.3935,
      "task_mode_effective_coverage": 0.0401,
      "task_mode_automation_pressure": 0.0195,
      "task_mode_augmentation_upside": 0.0109,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0287,
      "v5_demand_fragility": 0.1591,
      "v5_reallocation_capacity": 0.0988,
      "v5_concentration_adjustment": 1.0286,
      "v5_structural_risk_p10": 0.3026,
      "v5_structural_risk": 0.4132,
      "v5_structural_risk_p90": 0.5237,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0331,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.534,
      "v5_adaptation_capacity": 0.2877,
      "v5_adaptation_buffer": 0.0575,
      "v5_transition_adjusted_risk": 0.3894,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0986,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0377,
      "delta_vs_live_transition": 0.0139,
      "best_transition": {
        "to_ssoc": "42241",
        "to_title": "Receptionist (general)",
        "composite": 0.677,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.4835,
        "wage_preservation": 0.9694,
        "training_ease": 0,
        "empirical_priority": 0.5569
      },
      "realization_scalar": 0.2718,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "42113",
      "title": "Money changer",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3243,
      "live_risk_band": "high",
      "live_augmentation": 0.0492,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4955,
      "posterior_exposure_p50": 0.6557,
      "posterior_exposure_p90": 0.8159,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.3058,
      "v5_structural_exposure": 0.466,
      "v5_structural_exposure_p90": 0.6262,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0232,
      "v5_demand_fragility": 0.1333,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.024,
      "v5_structural_risk_p10": 0.2062,
      "v5_structural_risk": 0.3142,
      "v5_structural_risk_p90": 0.4223,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.029,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5539,
      "v5_adaptation_capacity": 0.4108,
      "v5_adaptation_buffer": 0.0822,
      "v5_transition_adjusted_risk": 0.2884,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.1228,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0101,
      "delta_vs_live_transition": -0.0359,
      "best_transition": {
        "to_ssoc": "42141",
        "to_title": "Bill collector",
        "composite": 0.624,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.501,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6012
      },
      "realization_scalar": 0.4593,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "41101",
      "title": "Office clerk (including filing and copying)",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.6751,
      "live_risk_band": "very_high",
      "live_augmentation": 0.013,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5699,
      "posterior_exposure_p50": 0.7301,
      "posterior_exposure_p90": 0.8903,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.5861,
      "v5_structural_exposure": 0.7463,
      "v5_structural_exposure_p90": 0.9065,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4018,
      "task_mode_copilot_share": 0.3264,
      "task_mode_human_led_share": 0.2719,
      "task_mode_effective_coverage": 0.2895,
      "task_mode_automation_pressure": 0.1598,
      "task_mode_augmentation_upside": 0.0613,
      "task_mode_concentration": 0.161,
      "v5_effective_augmentation": 0.0365,
      "v5_demand_fragility": 0.1537,
      "v5_reallocation_capacity": 0.8534,
      "v5_concentration_adjustment": 1.0277,
      "v5_structural_risk_p10": 0.5022,
      "v5_structural_risk": 0.6395,
      "v5_structural_risk_p90": 0.7768,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0303,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5917,
      "v5_adaptation_capacity": 0.415,
      "v5_adaptation_buffer": 0.083,
      "v5_transition_adjusted_risk": 0.5864,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2552,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0356,
      "delta_vs_live_transition": -0.0887,
      "best_transition": {
        "to_ssoc": "42210",
        "to_title": "Travel consultant/Reservation executive",
        "composite": 0.6503,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5447,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.618
      },
      "realization_scalar": 0.4676,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "40000",
      "title": "Office supervisor",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3387,
      "live_risk_band": "high",
      "live_augmentation": 0.1011,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5435,
      "posterior_exposure_p50": 0.6918,
      "posterior_exposure_p90": 0.8401,
      "posterior_interval_width_80": 0.2966,
      "v5_structural_exposure_p10": 0.4446,
      "v5_structural_exposure": 0.5929,
      "v5_structural_exposure_p90": 0.7412,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0318,
      "task_mode_automation_pressure": 0.0165,
      "task_mode_augmentation_upside": 0.0077,
      "task_mode_concentration": 0.5012,
      "v5_effective_augmentation": 0.0447,
      "v5_demand_fragility": 0.1844,
      "v5_reallocation_capacity": 0.5514,
      "v5_concentration_adjustment": 1.0332,
      "v5_structural_risk_p10": 0.2487,
      "v5_structural_risk": 0.3316,
      "v5_structural_risk_p90": 0.4146,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0539,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5143,
      "v5_adaptation_capacity": 0.3428,
      "v5_adaptation_buffer": 0.0686,
      "v5_transition_adjusted_risk": 0.3089,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1298,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0071,
      "delta_vs_live_transition": -0.0298,
      "best_transition": {
        "to_ssoc": "42210",
        "to_title": "Travel consultant/Reservation executive",
        "composite": 0.5794,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.3855,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5148
      },
      "realization_scalar": 0.4486,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "42244",
      "title": "Passenger services agent",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4827,
      "live_risk_band": "high",
      "live_augmentation": 0.0873,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5358,
      "posterior_exposure_p50": 0.696,
      "posterior_exposure_p90": 0.8562,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.567,
      "v5_structural_exposure": 0.7272,
      "v5_structural_exposure_p90": 0.8874,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3444,
      "task_mode_copilot_share": 0.3304,
      "task_mode_human_led_share": 0.3252,
      "task_mode_effective_coverage": 0.2773,
      "task_mode_automation_pressure": 0.1426,
      "task_mode_augmentation_upside": 0.0684,
      "task_mode_concentration": 0.0903,
      "v5_effective_augmentation": 0.0586,
      "v5_demand_fragility": 0.1494,
      "v5_reallocation_capacity": 0.9186,
      "v5_concentration_adjustment": 1.0269,
      "v5_structural_risk_p10": 0.3668,
      "v5_structural_risk": 0.4704,
      "v5_structural_risk_p90": 0.574,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0562,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5897,
      "v5_adaptation_capacity": 0.4306,
      "v5_adaptation_buffer": 0.0861,
      "v5_transition_adjusted_risk": 0.4299,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1795,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0123,
      "delta_vs_live_transition": -0.0528,
      "best_transition": {
        "to_ssoc": "42210",
        "to_title": "Travel consultant/Reservation executive",
        "composite": 0.7226,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5402,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5863
      },
      "realization_scalar": 0.449,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "42131",
      "title": "Pawnbroker",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.6211,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0291,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.5813,
      "posterior_exposure_p50": 0.7283,
      "posterior_exposure_p90": 0.8752,
      "posterior_interval_width_80": 0.2939,
      "v5_structural_exposure_p10": 0.5813,
      "v5_structural_exposure": 0.7283,
      "v5_structural_exposure_p90": 0.8752,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0332,
      "v5_demand_fragility": 0.6667,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.12,
      "v5_structural_risk_p10": 0.5081,
      "v5_structural_risk": 0.6366,
      "v5_structural_risk_p90": 0.765,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0332,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5607,
      "v5_adaptation_capacity": 0.3365,
      "v5_adaptation_buffer": 0.0673,
      "v5_transition_adjusted_risk": 0.5938,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2938,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0155,
      "delta_vs_live_transition": -0.0273,
      "best_transition": {
        "to_ssoc": "42113",
        "to_title": "Money changer",
        "composite": 0.6623,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5471,
        "wage_preservation": 0.7223,
        "training_ease": 0.3,
        "empirical_priority": 0.5771
      },
      "realization_scalar": 0.4789,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43114",
      "title": "Payroll/Wages clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4906,
      "live_risk_band": "high",
      "live_augmentation": 0.0296,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.605,
      "posterior_exposure_p50": 0.7534,
      "posterior_exposure_p90": 0.9018,
      "posterior_interval_width_80": 0.2968,
      "v5_structural_exposure_p10": 0.4549,
      "v5_structural_exposure": 0.6033,
      "v5_structural_exposure_p90": 0.7517,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3393,
      "task_mode_copilot_share": 0.3496,
      "task_mode_human_led_share": 0.311,
      "task_mode_effective_coverage": 0.0232,
      "task_mode_automation_pressure": 0.012,
      "task_mode_augmentation_upside": 0.0057,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0303,
      "v5_demand_fragility": 0.1739,
      "v5_reallocation_capacity": 0.0991,
      "v5_concentration_adjustment": 1.0313,
      "v5_structural_risk_p10": 0.3518,
      "v5_structural_risk": 0.4665,
      "v5_structural_risk_p90": 0.5813,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0364,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5518,
      "v5_adaptation_capacity": 0.2961,
      "v5_adaptation_buffer": 0.0592,
      "v5_transition_adjusted_risk": 0.4389,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1891,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0241,
      "delta_vs_live_transition": -0.0517,
      "best_transition": {
        "to_ssoc": "43221",
        "to_title": "Material planning clerk",
        "composite": 0.6784,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.4934,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5645
      },
      "realization_scalar": 0.461,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "41102",
      "title": "Personnel/Human resource clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.446,
      "live_risk_band": "high",
      "live_augmentation": 0.0116,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5482,
      "posterior_exposure_p50": 0.7084,
      "posterior_exposure_p90": 0.8686,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.3349,
      "v5_structural_exposure": 0.4951,
      "v5_structural_exposure_p90": 0.6553,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0272,
      "v5_demand_fragility": 0.1231,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0222,
      "v5_structural_risk_p10": 0.273,
      "v5_structural_risk": 0.4035,
      "v5_structural_risk_p90": 0.5341,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.034,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5091,
      "v5_adaptation_capacity": 0.3946,
      "v5_adaptation_buffer": 0.0789,
      "v5_transition_adjusted_risk": 0.3717,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1199,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0425,
      "delta_vs_live_transition": -0.0743,
      "best_transition": {
        "to_ssoc": "12121",
        "to_title": "Personnel/Human resource manager",
        "composite": 0.6055,
        "observed_transition_rate": null,
        "destination_quality": 0.5674,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.6441
      },
      "realization_scalar": 0.349,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "42112",
      "title": "Postal service counter clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3483,
      "live_risk_band": "high",
      "live_augmentation": 0.0315,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4956,
      "posterior_exposure_p50": 0.6558,
      "posterior_exposure_p90": 0.816,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.3065,
      "v5_structural_exposure": 0.4667,
      "v5_structural_exposure_p90": 0.6269,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0149,
      "v5_demand_fragility": 0.1333,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.024,
      "v5_structural_risk_p10": 0.2215,
      "v5_structural_risk": 0.3373,
      "v5_structural_risk_p90": 0.4531,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0186,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5902,
      "v5_adaptation_capacity": 0.4225,
      "v5_adaptation_buffer": 0.0845,
      "v5_transition_adjusted_risk": 0.3088,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1316,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.011,
      "delta_vs_live_transition": -0.0395,
      "best_transition": {
        "to_ssoc": "42141",
        "to_title": "Bill collector",
        "composite": 0.624,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.501,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6012
      },
      "realization_scalar": 0.4597,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "44122",
      "title": "Postman",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.5868,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0087,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.5167,
      "posterior_exposure_p50": 0.6794,
      "posterior_exposure_p90": 0.842,
      "posterior_interval_width_80": 0.3253,
      "v5_structural_exposure_p10": 0.5167,
      "v5_structural_exposure": 0.6794,
      "v5_structural_exposure_p90": 0.842,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0271,
      "v5_demand_fragility": 0.0769,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0138,
      "v5_structural_risk_p10": 0.4411,
      "v5_structural_risk": 0.58,
      "v5_structural_risk_p90": 0.7188,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0271,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5711,
      "v5_adaptation_capacity": 0.3594,
      "v5_adaptation_buffer": 0.0719,
      "v5_transition_adjusted_risk": 0.5383,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2383,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0068,
      "delta_vs_live_transition": -0.0485,
      "best_transition": {
        "to_ssoc": "42210",
        "to_title": "Travel consultant/Reservation executive",
        "composite": 0.6238,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5136,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6042
      },
      "realization_scalar": 0.4837,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43116",
      "title": "Procurement/Purchasing clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.6178,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0368,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6167,
      "posterior_exposure_p50": 0.7651,
      "posterior_exposure_p90": 0.9135,
      "posterior_interval_width_80": 0.2968,
      "v5_structural_exposure_p10": 0.5912,
      "v5_structural_exposure": 0.7396,
      "v5_structural_exposure_p90": 0.888,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3465,
      "task_mode_copilot_share": 0.3071,
      "task_mode_human_led_share": 0.3465,
      "task_mode_effective_coverage": 0.1654,
      "task_mode_automation_pressure": 0.0843,
      "task_mode_augmentation_upside": 0.0419,
      "task_mode_concentration": 0.256,
      "v5_effective_augmentation": 0.0499,
      "v5_demand_fragility": 0.1862,
      "v5_reallocation_capacity": 0.7691,
      "v5_concentration_adjustment": 1.0335,
      "v5_structural_risk_p10": 0.4592,
      "v5_structural_risk": 0.5745,
      "v5_structural_risk_p90": 0.6898,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0519,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5238,
      "v5_adaptation_capacity": 0.3787,
      "v5_adaptation_buffer": 0.0757,
      "v5_transition_adjusted_risk": 0.531,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.1868,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0433,
      "delta_vs_live_transition": -0.0868,
      "best_transition": {
        "to_ssoc": "13292",
        "to_title": "Quality control/assurance manager",
        "composite": 0.6878,
        "observed_transition_rate": null,
        "destination_quality": 0.5873,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6314
      },
      "realization_scalar": 0.3754,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43222",
      "title": "Production planning clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2987,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0722,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4459,
      "posterior_exposure_p50": 0.6045,
      "posterior_exposure_p90": 0.7632,
      "posterior_interval_width_80": 0.3173,
      "v5_structural_exposure_p10": 0.4126,
      "v5_structural_exposure": 0.5712,
      "v5_structural_exposure_p90": 0.7299,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3522,
      "task_mode_copilot_share": 0.3909,
      "task_mode_human_led_share": 0.2568,
      "task_mode_effective_coverage": 0.0517,
      "task_mode_automation_pressure": 0.028,
      "task_mode_augmentation_upside": 0.0115,
      "task_mode_concentration": 0.5319,
      "v5_effective_augmentation": 0.0394,
      "v5_demand_fragility": 0.1767,
      "v5_reallocation_capacity": 0.5198,
      "v5_concentration_adjustment": 1.0318,
      "v5_structural_risk_p10": 0.2519,
      "v5_structural_risk": 0.3487,
      "v5_structural_risk_p90": 0.4456,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0464,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5641,
      "v5_adaptation_capacity": 0.3591,
      "v5_adaptation_buffer": 0.0718,
      "v5_transition_adjusted_risk": 0.3237,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1376,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.05,
      "delta_vs_live_transition": 0.025,
      "best_transition": {
        "to_ssoc": "43221",
        "to_title": "Material planning clerk",
        "composite": 0.7209,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5299,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5834
      },
      "realization_scalar": 0.4546,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "44191",
      "title": "Proofreading clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.5924,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0249,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5596,
      "posterior_exposure_p50": 0.7268,
      "posterior_exposure_p90": 0.8939,
      "posterior_interval_width_80": 0.3343,
      "v5_structural_exposure_p10": 0.5515,
      "v5_structural_exposure": 0.7187,
      "v5_structural_exposure_p90": 0.8858,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.366,
      "task_mode_copilot_share": 0.3302,
      "task_mode_human_led_share": 0.3038,
      "task_mode_effective_coverage": 0.1693,
      "task_mode_automation_pressure": 0.0899,
      "task_mode_augmentation_upside": 0.0394,
      "task_mode_concentration": 0.256,
      "v5_effective_augmentation": 0.0436,
      "v5_demand_fragility": 0.0435,
      "v5_reallocation_capacity": 0.7683,
      "v5_concentration_adjustment": 1.0078,
      "v5_structural_risk_p10": 0.4282,
      "v5_structural_risk": 0.5581,
      "v5_structural_risk_p90": 0.6878,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0446,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5628,
      "v5_adaptation_capacity": 0.3977,
      "v5_adaptation_buffer": 0.0795,
      "v5_transition_adjusted_risk": 0.5137,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2216,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0343,
      "delta_vs_live_transition": -0.0787,
      "best_transition": {
        "to_ssoc": "43221",
        "to_title": "Material planning clerk",
        "composite": 0.619,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5077,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6016
      },
      "realization_scalar": 0.4748,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "42241",
      "title": "Receptionist (general)",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4711,
      "live_risk_band": "high",
      "live_augmentation": 0.0648,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5323,
      "posterior_exposure_p50": 0.6925,
      "posterior_exposure_p90": 0.8527,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.5557,
      "v5_structural_exposure": 0.7159,
      "v5_structural_exposure_p90": 0.8761,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4084,
      "task_mode_copilot_share": 0.2962,
      "task_mode_human_led_share": 0.2954,
      "task_mode_effective_coverage": 0.2233,
      "task_mode_automation_pressure": 0.122,
      "task_mode_augmentation_upside": 0.0485,
      "task_mode_concentration": 0.2481,
      "v5_effective_augmentation": 0.053,
      "v5_demand_fragility": 0.1698,
      "v5_reallocation_capacity": 0.7739,
      "v5_concentration_adjustment": 1.0306,
      "v5_structural_risk_p10": 0.375,
      "v5_structural_risk": 0.4832,
      "v5_structural_risk_p90": 0.5913,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0541,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5177,
      "v5_adaptation_capacity": 0.3788,
      "v5_adaptation_buffer": 0.0758,
      "v5_transition_adjusted_risk": 0.4465,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1126,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0121,
      "delta_vs_live_transition": -0.0246,
      "best_transition": {
        "to_ssoc": "42243",
        "to_title": "Medical/Dental receptionist",
        "composite": 0.6981,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5098,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5731
      },
      "realization_scalar": 0.2701,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "41201",
      "title": "Secretary",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.6788,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0217,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.6089,
      "posterior_exposure_p50": 0.7611,
      "posterior_exposure_p90": 0.9132,
      "posterior_interval_width_80": 0.3043,
      "v5_structural_exposure_p10": 0.6089,
      "v5_structural_exposure": 0.7611,
      "v5_structural_exposure_p90": 0.9132,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0376,
      "v5_demand_fragility": 0.6154,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1108,
      "v5_structural_risk_p10": 0.5298,
      "v5_structural_risk": 0.6623,
      "v5_structural_risk_p90": 0.7946,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0376,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5519,
      "v5_adaptation_capacity": 0.3365,
      "v5_adaptation_buffer": 0.0673,
      "v5_transition_adjusted_risk": 0.6177,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.1,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0165,
      "delta_vs_live_transition": -0.0611,
      "best_transition": {
        "to_ssoc": "43221",
        "to_title": "Material planning clerk",
        "composite": 0.6449,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5381,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6152
      },
      "realization_scalar": 0.1582,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43123",
      "title": "Securities clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.7104,
      "live_risk_band": "very_high",
      "live_augmentation": 0.007,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6015,
      "posterior_exposure_p50": 0.7617,
      "posterior_exposure_p90": 0.9219,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.5778,
      "v5_structural_exposure": 0.738,
      "v5_structural_exposure_p90": 0.8982,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.366,
      "task_mode_copilot_share": 0.3302,
      "task_mode_human_led_share": 0.3038,
      "task_mode_effective_coverage": 0.1693,
      "task_mode_automation_pressure": 0.0899,
      "task_mode_augmentation_upside": 0.0394,
      "task_mode_concentration": 0.256,
      "v5_effective_augmentation": 0.0366,
      "v5_demand_fragility": 0.1871,
      "v5_reallocation_capacity": 0.7683,
      "v5_concentration_adjustment": 1.0337,
      "v5_structural_risk_p10": 0.4991,
      "v5_structural_risk": 0.6374,
      "v5_structural_risk_p90": 0.7758,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0359,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5901,
      "v5_adaptation_capacity": 0.4014,
      "v5_adaptation_buffer": 0.0803,
      "v5_transition_adjusted_risk": 0.5863,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2571,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.073,
      "delta_vs_live_transition": -0.1241,
      "best_transition": {
        "to_ssoc": "43221",
        "to_title": "Material planning clerk",
        "composite": 0.7127,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.6097,
        "wage_preservation": 0.9891,
        "training_ease": 0.3,
        "empirical_priority": 0.6469
      },
      "realization_scalar": 0.4678,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43231",
      "title": "Shipping clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2889,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0321,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4469,
      "posterior_exposure_p50": 0.6071,
      "posterior_exposure_p90": 0.7673,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.2797,
      "v5_structural_exposure": 0.4399,
      "v5_structural_exposure_p90": 0.6001,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.019,
      "v5_demand_fragility": 0.159,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0286,
      "v5_structural_risk_p10": 0.1996,
      "v5_structural_risk": 0.3139,
      "v5_structural_risk_p90": 0.4283,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0237,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5475,
      "v5_adaptation_capacity": 0.4059,
      "v5_adaptation_buffer": 0.0812,
      "v5_transition_adjusted_risk": 0.2884,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.1229,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.025,
      "delta_vs_live_transition": -0.0005,
      "best_transition": {
        "to_ssoc": "43221",
        "to_title": "Material planning clerk",
        "composite": 0.6295,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5066,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6039
      },
      "realization_scalar": 0.4572,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43141",
      "title": "Statistical clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.736,
      "live_risk_band": "very_high",
      "live_augmentation": 0.02,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6422,
      "posterior_exposure_p50": 0.7905,
      "posterior_exposure_p90": 0.9388,
      "posterior_interval_width_80": 0.2966,
      "v5_structural_exposure_p10": 0.6056,
      "v5_structural_exposure": 0.7539,
      "v5_structural_exposure_p90": 0.9022,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.366,
      "task_mode_copilot_share": 0.3302,
      "task_mode_human_led_share": 0.3038,
      "task_mode_effective_coverage": 0.1693,
      "task_mode_automation_pressure": 0.0899,
      "task_mode_augmentation_upside": 0.0394,
      "task_mode_concentration": 0.256,
      "v5_effective_augmentation": 0.0376,
      "v5_demand_fragility": 0.1871,
      "v5_reallocation_capacity": 0.7683,
      "v5_concentration_adjustment": 1.0337,
      "v5_structural_risk_p10": 0.5119,
      "v5_structural_risk": 0.6372,
      "v5_structural_risk_p90": 0.7626,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0372,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5892,
      "v5_adaptation_capacity": 0.4014,
      "v5_adaptation_buffer": 0.0803,
      "v5_transition_adjusted_risk": 0.586,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2533,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0988,
      "delta_vs_live_transition": -0.15,
      "best_transition": {
        "to_ssoc": "43221",
        "to_title": "Material planning clerk",
        "composite": 0.7521,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5798,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.6029
      },
      "realization_scalar": 0.4611,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43211",
      "title": "Stock records clerk",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.183,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0216,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.3308,
      "posterior_exposure_p50": 0.4918,
      "posterior_exposure_p90": 0.6527,
      "posterior_interval_width_80": 0.3219,
      "v5_structural_exposure_p10": 0.3308,
      "v5_structural_exposure": 0.4918,
      "v5_structural_exposure_p90": 0.6527,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.024,
      "v5_demand_fragility": 0.7949,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1431,
      "v5_structural_risk_p10": 0.2608,
      "v5_structural_risk": 0.3877,
      "v5_structural_risk_p90": 0.5146,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.024,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5715,
      "v5_adaptation_capacity": 0.3326,
      "v5_adaptation_buffer": 0.0665,
      "v5_transition_adjusted_risk": 0.3619,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1828,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.2047,
      "delta_vs_live_transition": 0.1789,
      "best_transition": {
        "to_ssoc": "43221",
        "to_title": "Material planning clerk",
        "composite": 0.6295,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5066,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6039
      },
      "realization_scalar": 0.4769,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "43212",
      "title": "Storekeeper",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1905,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0169,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.3308,
      "posterior_exposure_p50": 0.4918,
      "posterior_exposure_p90": 0.6527,
      "posterior_interval_width_80": 0.3219,
      "v5_structural_exposure_p10": 0.3308,
      "v5_structural_exposure": 0.4918,
      "v5_structural_exposure_p90": 0.6527,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0187,
      "v5_demand_fragility": 0.7949,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1431,
      "v5_structural_risk_p10": 0.2714,
      "v5_structural_risk": 0.4035,
      "v5_structural_risk_p90": 0.5355,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0187,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5817,
      "v5_adaptation_capacity": 0.3345,
      "v5_adaptation_buffer": 0.0669,
      "v5_transition_adjusted_risk": 0.3765,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1902,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.213,
      "delta_vs_live_transition": 0.186,
      "best_transition": {
        "to_ssoc": "43221",
        "to_title": "Material planning clerk",
        "composite": 0.6295,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5066,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6039
      },
      "realization_scalar": 0.477,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "42230",
      "title": "Telephone operator",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4152,
      "live_risk_band": "high",
      "live_augmentation": 0.0434,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.5211,
      "posterior_exposure_p50": 0.6813,
      "posterior_exposure_p90": 0.8416,
      "posterior_interval_width_80": 0.3205,
      "v5_structural_exposure_p10": 0.4506,
      "v5_structural_exposure": 0.6108,
      "v5_structural_exposure_p90": 0.7711,
      "task_mode_blend_weight": 0.4171,
      "task_mode_matched_task_weight_share": 0.9342,
      "task_mode_delegable_share": 0.461,
      "task_mode_copilot_share": 0.3072,
      "task_mode_human_led_share": 0.2318,
      "task_mode_effective_coverage": 0.0453,
      "task_mode_automation_pressure": 0.0265,
      "task_mode_augmentation_upside": 0.0082,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0296,
      "v5_demand_fragility": 0.1637,
      "v5_reallocation_capacity": 0.0808,
      "v5_concentration_adjustment": 1.0295,
      "v5_structural_risk_p10": 0.3256,
      "v5_structural_risk": 0.4414,
      "v5_structural_risk_p90": 0.5572,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.035,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5651,
      "v5_adaptation_capacity": 0.3005,
      "v5_adaptation_buffer": 0.0601,
      "v5_transition_adjusted_risk": 0.4148,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1774,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0262,
      "delta_vs_live_transition": -0.0004,
      "best_transition": {
        "to_ssoc": "42210",
        "to_title": "Travel consultant/Reservation executive",
        "composite": 0.7023,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5164,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5757
      },
      "realization_scalar": 0.4584,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "42210",
      "title": "Travel consultant/Reservation executive",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2654,
      "live_risk_band": "moderate",
      "live_augmentation": 0.1571,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4782,
      "posterior_exposure_p50": 0.6384,
      "posterior_exposure_p90": 0.7986,
      "posterior_interval_width_80": 0.3204,
      "v5_structural_exposure_p10": 0.4811,
      "v5_structural_exposure": 0.6413,
      "v5_structural_exposure_p90": 0.8015,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3472,
      "task_mode_copilot_share": 0.355,
      "task_mode_human_led_share": 0.2978,
      "task_mode_effective_coverage": 0.1126,
      "task_mode_automation_pressure": 0.059,
      "task_mode_augmentation_upside": 0.0267,
      "task_mode_concentration": 0.361,
      "v5_effective_augmentation": 0.0625,
      "v5_demand_fragility": 0.1595,
      "v5_reallocation_capacity": 0.6743,
      "v5_concentration_adjustment": 1.0287,
      "v5_structural_risk_p10": 0.212,
      "v5_structural_risk": 0.2827,
      "v5_structural_risk_p90": 0.3533,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0714,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5218,
      "v5_adaptation_capacity": 0.3705,
      "v5_adaptation_buffer": 0.0741,
      "v5_transition_adjusted_risk": 0.2617,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.1068,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0173,
      "delta_vs_live_transition": -0.0037,
      "best_transition": {
        "to_ssoc": "42141",
        "to_title": "Bill collector",
        "composite": 0.614,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.4186,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5311
      },
      "realization_scalar": 0.4381,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "41310",
      "title": "Typist and word processing operator",
      "major_group": "CLERICAL SUPPORT WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.6542,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0622,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.6657,
      "posterior_exposure_p50": 0.812,
      "posterior_exposure_p90": 0.9582,
      "posterior_interval_width_80": 0.2925,
      "v5_structural_exposure_p10": 0.614,
      "v5_structural_exposure": 0.7603,
      "v5_structural_exposure_p90": 0.9065,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3937,
      "task_mode_copilot_share": 0.3239,
      "task_mode_human_led_share": 0.2823,
      "task_mode_effective_coverage": 0.1568,
      "task_mode_automation_pressure": 0.0856,
      "task_mode_augmentation_upside": 0.0341,
      "task_mode_concentration": 0.2036,
      "v5_effective_augmentation": 0.0413,
      "v5_demand_fragility": 0.144,
      "v5_reallocation_capacity": 0.8149,
      "v5_concentration_adjustment": 1.0259,
      "v5_structural_risk_p10": 0.4485,
      "v5_structural_risk": 0.5554,
      "v5_structural_risk_p90": 0.6622,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0431,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6157,
      "v5_adaptation_capacity": 0.4209,
      "v5_adaptation_buffer": 0.0842,
      "v5_transition_adjusted_risk": 0.5086,
      "v5_transition_adjusted_band": "very_high",
      "v5_realized_risk_proxy": 0.2201,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0988,
      "delta_vs_live_transition": -0.1456,
      "best_transition": {
        "to_ssoc": "43211",
        "to_title": "Stock records clerk",
        "composite": 0.6159,
        "observed_transition_rate": 0.6162,
        "destination_quality": 0.5828,
        "wage_preservation": 0.969,
        "training_ease": 0.6,
        "empirical_priority": 0.662
      },
      "realization_scalar": 0.4659,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51132",
      "title": "Attractions guide",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1382,
      "live_risk_band": "low",
      "live_augmentation": 0.1634,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2225,
      "posterior_exposure_p50": 0.3653,
      "posterior_exposure_p90": 0.5082,
      "posterior_interval_width_80": 0.2857,
      "v5_structural_exposure_p10": 0.3532,
      "v5_structural_exposure": 0.496,
      "v5_structural_exposure_p90": 0.6389,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2981,
      "task_mode_copilot_share": 0.3455,
      "task_mode_human_led_share": 0.3564,
      "task_mode_effective_coverage": 0.1245,
      "task_mode_automation_pressure": 0.0607,
      "task_mode_augmentation_upside": 0.034,
      "task_mode_concentration": 0.5066,
      "v5_effective_augmentation": 0.0712,
      "v5_demand_fragility": 0.1475,
      "v5_reallocation_capacity": 0.5468,
      "v5_concentration_adjustment": 1.0266,
      "v5_structural_risk_p10": 0.1031,
      "v5_structural_risk": 0.1447,
      "v5_structural_risk_p90": 0.1864,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0805,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5573,
      "v5_adaptation_capacity": 0.3741,
      "v5_adaptation_buffer": 0.0748,
      "v5_transition_adjusted_risk": 0.1339,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0318,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0065,
      "delta_vs_live_transition": -0.0043,
      "best_transition": {
        "to_ssoc": "51131",
        "to_title": "Tour guide",
        "composite": 0.7334,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5442,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.567
      },
      "realization_scalar": 0.2555,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "54123",
      "title": "Auxiliary police officer",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0747,
      "live_risk_band": "low",
      "live_augmentation": 0.0781,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.101,
      "posterior_exposure_p50": 0.2396,
      "posterior_exposure_p90": 0.3782,
      "posterior_interval_width_80": 0.2772,
      "v5_structural_exposure_p10": 0.2467,
      "v5_structural_exposure": 0.3853,
      "v5_structural_exposure_p90": 0.5239,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4238,
      "task_mode_copilot_share": 0.2856,
      "task_mode_human_led_share": 0.2906,
      "task_mode_effective_coverage": 0.0657,
      "task_mode_automation_pressure": 0.0362,
      "task_mode_augmentation_upside": 0.0138,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0384,
      "v5_demand_fragility": 0.064,
      "v5_reallocation_capacity": 0.0864,
      "v5_concentration_adjustment": 1.0115,
      "v5_structural_risk_p10": 0.0801,
      "v5_structural_risk": 0.1252,
      "v5_structural_risk_p90": 0.1702,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0446,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.536,
      "v5_adaptation_capacity": 0.2946,
      "v5_adaptation_buffer": 0.0589,
      "v5_transition_adjusted_risk": 0.1178,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0282,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0505,
      "delta_vs_live_transition": 0.0431,
      "best_transition": {
        "to_ssoc": "54141",
        "to_title": "Senior security supervisor",
        "composite": 0.6686,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.4754,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5349
      },
      "realization_scalar": 0.2619,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51322",
      "title": "Barista",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1297,
      "live_risk_band": "low",
      "live_augmentation": 0.0032,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1116,
      "posterior_exposure_p50": 0.2502,
      "posterior_exposure_p90": 0.3888,
      "posterior_interval_width_80": 0.2772,
      "v5_structural_exposure_p10": 0.1053,
      "v5_structural_exposure": 0.2439,
      "v5_structural_exposure_p90": 0.3825,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0092,
      "v5_demand_fragility": 0.1077,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0194,
      "v5_structural_risk_p10": 0.0856,
      "v5_structural_risk": 0.1981,
      "v5_structural_risk_p90": 0.3107,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0115,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6004,
      "v5_adaptation_capacity": 0.4255,
      "v5_adaptation_buffer": 0.0851,
      "v5_transition_adjusted_risk": 0.1813,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0475,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0684,
      "delta_vs_live_transition": 0.0516,
      "best_transition": {
        "to_ssoc": "51931",
        "to_title": "Undertaker",
        "composite": 0.6097,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5627,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.6378
      },
      "realization_scalar": 0.2843,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51321",
      "title": "Bartender/Mixologist",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1254,
      "live_risk_band": "low",
      "live_augmentation": 0.0037,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1117,
      "posterior_exposure_p50": 0.2502,
      "posterior_exposure_p90": 0.3888,
      "posterior_interval_width_80": 0.2771,
      "v5_structural_exposure_p10": 0.1056,
      "v5_structural_exposure": 0.2441,
      "v5_structural_exposure_p90": 0.3827,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0107,
      "v5_demand_fragility": 0.1077,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0194,
      "v5_structural_risk_p10": 0.0829,
      "v5_structural_risk": 0.1916,
      "v5_structural_risk_p90": 0.3004,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0134,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5688,
      "v5_adaptation_capacity": 0.4133,
      "v5_adaptation_buffer": 0.0827,
      "v5_transition_adjusted_risk": 0.1758,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0461,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0662,
      "delta_vs_live_transition": 0.0504,
      "best_transition": {
        "to_ssoc": "51931",
        "to_title": "Undertaker",
        "composite": 0.6084,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5612,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.6371
      },
      "realization_scalar": 0.2848,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51421",
      "title": "Beautician",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0689,
      "live_risk_band": "low",
      "live_augmentation": 0.0387,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1051,
      "posterior_exposure_p50": 0.2455,
      "posterior_exposure_p90": 0.3859,
      "posterior_interval_width_80": 0.2808,
      "v5_structural_exposure_p10": 0.1051,
      "v5_structural_exposure": 0.2455,
      "v5_structural_exposure_p90": 0.3859,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0285,
      "v5_demand_fragility": 0.5385,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0969,
      "v5_structural_risk_p10": 0.0531,
      "v5_structural_risk": 0.1241,
      "v5_structural_risk_p90": 0.1951,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0285,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5224,
      "v5_adaptation_capacity": 0.3229,
      "v5_adaptation_buffer": 0.0646,
      "v5_transition_adjusted_risk": 0.1161,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0324,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0552,
      "delta_vs_live_transition": 0.0472,
      "best_transition": {
        "to_ssoc": "51492",
        "to_title": "Slimming consultant",
        "composite": 0.6767,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.4838,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5389
      },
      "realization_scalar": 0.2769,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51702",
      "title": "Bookmaker/Croupier/Casino dealer and related gaming worker",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2025,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0071,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1456,
      "posterior_exposure_p50": 0.2993,
      "posterior_exposure_p90": 0.453,
      "posterior_interval_width_80": 0.3074,
      "v5_structural_exposure_p10": 0.1187,
      "v5_structural_exposure": 0.2724,
      "v5_structural_exposure_p90": 0.4261,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0137,
      "v5_demand_fragility": 0.1077,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0194,
      "v5_structural_risk_p10": 0.0936,
      "v5_structural_risk": 0.2148,
      "v5_structural_risk_p90": 0.3359,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0171,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5766,
      "v5_adaptation_capacity": 0.4175,
      "v5_adaptation_buffer": 0.0835,
      "v5_transition_adjusted_risk": 0.1968,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0511,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0123,
      "delta_vs_live_transition": -0.0057,
      "best_transition": {
        "to_ssoc": "51931",
        "to_title": "Undertaker",
        "composite": 0.6615,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5475,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5986
      },
      "realization_scalar": 0.2819,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51112",
      "title": "Cabin attendant/steward",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1263,
      "live_risk_band": "low",
      "live_augmentation": 0.0847,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.18,
      "posterior_exposure_p50": 0.3317,
      "posterior_exposure_p90": 0.4835,
      "posterior_interval_width_80": 0.3035,
      "v5_structural_exposure_p10": 0.1389,
      "v5_structural_exposure": 0.2906,
      "v5_structural_exposure_p90": 0.4424,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0346,
      "v5_demand_fragility": 0.1077,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0194,
      "v5_structural_risk_p10": 0.0592,
      "v5_structural_risk": 0.1238,
      "v5_structural_risk_p90": 0.1885,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0433,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5515,
      "v5_adaptation_capacity": 0.4148,
      "v5_adaptation_buffer": 0.083,
      "v5_transition_adjusted_risk": 0.1135,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0276,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0025,
      "delta_vs_live_transition": -0.0128,
      "best_transition": {
        "to_ssoc": "51111",
        "to_title": "Chief steward",
        "composite": 0.7229,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5318,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5615
      },
      "realization_scalar": 0.2639,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "52301",
      "title": "Cage/Count supervisor",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.4118,
      "live_risk_band": "high",
      "live_augmentation": 0.0083,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2234,
      "posterior_exposure_p50": 0.3752,
      "posterior_exposure_p90": 0.527,
      "posterior_interval_width_80": 0.3036,
      "v5_structural_exposure_p10": 0.3668,
      "v5_structural_exposure": 0.5186,
      "v5_structural_exposure_p90": 0.6704,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2678,
      "task_mode_copilot_share": 0.3145,
      "task_mode_human_led_share": 0.4177,
      "task_mode_effective_coverage": 0.1544,
      "task_mode_automation_pressure": 0.0707,
      "task_mode_augmentation_upside": 0.0472,
      "task_mode_concentration": 0.2508,
      "v5_effective_augmentation": 0.0429,
      "v5_demand_fragility": 0.1011,
      "v5_reallocation_capacity": 0.7767,
      "v5_concentration_adjustment": 1.0182,
      "v5_structural_risk_p10": 0.2909,
      "v5_structural_risk": 0.4113,
      "v5_structural_risk_p90": 0.5317,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0418,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5734,
      "v5_adaptation_capacity": 0.4014,
      "v5_adaptation_buffer": 0.0803,
      "v5_transition_adjusted_risk": 0.3783,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0983,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0005,
      "delta_vs_live_transition": -0.0335,
      "best_transition": {
        "to_ssoc": "51502",
        "to_title": "House steward",
        "composite": 0.6472,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5399,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5933
      },
      "realization_scalar": 0.2825,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51311",
      "title": "Captain waiter/Waiter supervisor",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1444,
      "live_risk_band": "low",
      "live_augmentation": 0.0042,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1269,
      "posterior_exposure_p50": 0.2655,
      "posterior_exposure_p90": 0.404,
      "posterior_interval_width_80": 0.2771,
      "v5_structural_exposure_p10": 0.1156,
      "v5_structural_exposure": 0.2542,
      "v5_structural_exposure_p90": 0.3927,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0125,
      "v5_demand_fragility": 0.1077,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0194,
      "v5_structural_risk_p10": 0.0894,
      "v5_structural_risk": 0.1966,
      "v5_structural_risk_p90": 0.3038,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0156,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5713,
      "v5_adaptation_capacity": 0.4149,
      "v5_adaptation_buffer": 0.083,
      "v5_transition_adjusted_risk": 0.1803,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0447,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0522,
      "delta_vs_live_transition": 0.0359,
      "best_transition": {
        "to_ssoc": "51931",
        "to_title": "Undertaker",
        "composite": 0.6441,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5271,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5895
      },
      "realization_scalar": 0.2692,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "52302",
      "title": "Cashier (general)",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3711,
      "live_risk_band": "high",
      "live_augmentation": 0.0053,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2178,
      "posterior_exposure_p50": 0.3696,
      "posterior_exposure_p90": 0.5214,
      "posterior_interval_width_80": 0.3036,
      "v5_structural_exposure_p10": 0.3152,
      "v5_structural_exposure": 0.467,
      "v5_structural_exposure_p90": 0.6188,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3133,
      "task_mode_copilot_share": 0.3062,
      "task_mode_human_led_share": 0.3804,
      "task_mode_effective_coverage": 0.0778,
      "task_mode_automation_pressure": 0.0376,
      "task_mode_augmentation_upside": 0.0215,
      "task_mode_concentration": 0.5003,
      "v5_effective_augmentation": 0.0256,
      "v5_demand_fragility": 0.1017,
      "v5_reallocation_capacity": 0.5512,
      "v5_concentration_adjustment": 1.0183,
      "v5_structural_risk_p10": 0.265,
      "v5_structural_risk": 0.3927,
      "v5_structural_risk_p90": 0.5203,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0266,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5526,
      "v5_adaptation_capacity": 0.3559,
      "v5_adaptation_buffer": 0.0712,
      "v5_transition_adjusted_risk": 0.3647,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0933,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0216,
      "delta_vs_live_transition": -0.0064,
      "best_transition": {
        "to_ssoc": "51931",
        "to_title": "Undertaker",
        "composite": 0.6521,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5445,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5956
      },
      "realization_scalar": 0.278,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51111",
      "title": "Chief steward",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1568,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0987,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1822,
      "posterior_exposure_p50": 0.336,
      "posterior_exposure_p90": 0.4898,
      "posterior_interval_width_80": 0.3076,
      "v5_structural_exposure_p10": 0.1822,
      "v5_structural_exposure": 0.336,
      "v5_structural_exposure_p90": 0.4898,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0595,
      "v5_demand_fragility": 0.5385,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0969,
      "v5_structural_risk_p10": 0.0846,
      "v5_structural_risk": 0.156,
      "v5_structural_risk_p90": 0.2275,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0595,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4695,
      "v5_adaptation_capacity": 0.3136,
      "v5_adaptation_buffer": 0.0627,
      "v5_transition_adjusted_risk": 0.1463,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0402,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0008,
      "delta_vs_live_transition": -0.0105,
      "best_transition": {
        "to_ssoc": "51502",
        "to_title": "House steward",
        "composite": 0.6258,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.4308,
        "wage_preservation": 0.7673,
        "training_ease": 0,
        "empirical_priority": 0.4767
      },
      "realization_scalar": 0.2729,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "53113",
      "title": "Child/After school care centre worker",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1068,
      "live_risk_band": "low",
      "live_augmentation": 0.061,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1272,
      "posterior_exposure_p50": 0.2692,
      "posterior_exposure_p90": 0.4112,
      "posterior_interval_width_80": 0.284,
      "v5_structural_exposure_p10": 0.1744,
      "v5_structural_exposure": 0.3164,
      "v5_structural_exposure_p90": 0.4584,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0031,
      "task_mode_automation_pressure": 0.0016,
      "task_mode_augmentation_upside": 0.0008,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0314,
      "v5_demand_fragility": 0.1712,
      "v5_reallocation_capacity": 0.1051,
      "v5_concentration_adjustment": 1.0308,
      "v5_structural_risk_p10": 0.0834,
      "v5_structural_risk": 0.1513,
      "v5_structural_risk_p90": 0.2192,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.039,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5187,
      "v5_adaptation_capacity": 0.2813,
      "v5_adaptation_buffer": 0.0563,
      "v5_transition_adjusted_risk": 0.1428,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0358,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0445,
      "delta_vs_live_transition": 0.036,
      "best_transition": {
        "to_ssoc": "51931",
        "to_title": "Undertaker",
        "composite": 0.5728,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.4515,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5542
      },
      "realization_scalar": 0.2682,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51201",
      "title": "Cook (e.g. commis cook 2/3)",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1444,
      "live_risk_band": "low",
      "live_augmentation": 0.0437,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1372,
      "posterior_exposure_p50": 0.291,
      "posterior_exposure_p90": 0.4448,
      "posterior_interval_width_80": 0.3076,
      "v5_structural_exposure_p10": 0.1372,
      "v5_structural_exposure": 0.291,
      "v5_structural_exposure_p90": 0.4448,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0321,
      "v5_demand_fragility": 0.5385,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0969,
      "v5_structural_risk_p10": 0.0827,
      "v5_structural_risk": 0.1755,
      "v5_structural_risk_p90": 0.2682,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0321,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5653,
      "v5_adaptation_capacity": 0.3425,
      "v5_adaptation_buffer": 0.0685,
      "v5_transition_adjusted_risk": 0.1634,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0224,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0311,
      "delta_vs_live_transition": 0.019,
      "best_transition": {
        "to_ssoc": "51931",
        "to_title": "Undertaker",
        "composite": 0.6441,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5271,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5895
      },
      "realization_scalar": 0.1361,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "53203",
      "title": "Dental aide/assistant",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2099,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0531,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1813,
      "posterior_exposure_p50": 0.3251,
      "posterior_exposure_p90": 0.4689,
      "posterior_interval_width_80": 0.2876,
      "v5_structural_exposure_p10": 0.2624,
      "v5_structural_exposure": 0.4062,
      "v5_structural_exposure_p90": 0.55,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3591,
      "task_mode_copilot_share": 0.2955,
      "task_mode_human_led_share": 0.3454,
      "task_mode_effective_coverage": 0.0411,
      "task_mode_automation_pressure": 0.021,
      "task_mode_augmentation_upside": 0.0102,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.031,
      "v5_demand_fragility": 0.1958,
      "v5_reallocation_capacity": 0.0961,
      "v5_concentration_adjustment": 1.0352,
      "v5_structural_risk_p10": 0.1543,
      "v5_structural_risk": 0.2388,
      "v5_structural_risk_p90": 0.3234,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0362,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5633,
      "v5_adaptation_capacity": 0.3011,
      "v5_adaptation_buffer": 0.0602,
      "v5_transition_adjusted_risk": 0.2244,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.03,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0289,
      "delta_vs_live_transition": 0.0145,
      "best_transition": {
        "to_ssoc": "53113",
        "to_title": "Child/After school care centre worker",
        "composite": 0.6428,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5242,
        "wage_preservation": 0.9807,
        "training_ease": 0.3,
        "empirical_priority": 0.5854
      },
      "realization_scalar": 0.1424,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51950",
      "title": "Driving instructor/tester",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0999,
      "live_risk_band": "low",
      "live_augmentation": 0.1009,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0862,
      "posterior_exposure_p50": 0.2265,
      "posterior_exposure_p90": 0.3668,
      "posterior_interval_width_80": 0.2806,
      "v5_structural_exposure_p10": 0.3061,
      "v5_structural_exposure": 0.4464,
      "v5_structural_exposure_p90": 0.5867,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2958,
      "task_mode_copilot_share": 0.3625,
      "task_mode_human_led_share": 0.3417,
      "task_mode_effective_coverage": 0.1867,
      "task_mode_automation_pressure": 0.092,
      "task_mode_augmentation_upside": 0.0502,
      "task_mode_concentration": 0.0262,
      "v5_effective_augmentation": 0.0543,
      "v5_demand_fragility": 0.1108,
      "v5_reallocation_capacity": 0.9766,
      "v5_concentration_adjustment": 1.0199,
      "v5_structural_risk_p10": 0.1018,
      "v5_structural_risk": 0.1485,
      "v5_structural_risk_p90": 0.1952,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0553,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4967,
      "v5_adaptation_capacity": 0.399,
      "v5_adaptation_buffer": 0.0798,
      "v5_transition_adjusted_risk": 0.1367,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0368,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0486,
      "delta_vs_live_transition": 0.0368,
      "best_transition": {
        "to_ssoc": "51942",
        "to_title": "Keeper/Trainer in zoological, bird and aquatic parks",
        "composite": 0.5707,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5143,
        "wage_preservation": 0.8387,
        "training_ease": 0.6,
        "empirical_priority": 0.591
      },
      "realization_scalar": 0.2923,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "53115",
      "title": "Educarer",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1024,
      "live_risk_band": "low",
      "live_augmentation": 0.037,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.124,
      "posterior_exposure_p50": 0.2679,
      "posterior_exposure_p90": 0.4118,
      "posterior_interval_width_80": 0.2878,
      "v5_structural_exposure_p10": 0.124,
      "v5_structural_exposure": 0.2679,
      "v5_structural_exposure_p90": 0.4118,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0265,
      "v5_demand_fragility": 0.8462,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1523,
      "v5_structural_risk_p10": 0.0726,
      "v5_structural_risk": 0.1567,
      "v5_structural_risk_p90": 0.2409,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0265,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5278,
      "v5_adaptation_capacity": 0.3141,
      "v5_adaptation_buffer": 0.0628,
      "v5_transition_adjusted_risk": 0.1469,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.044,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0543,
      "delta_vs_live_transition": 0.0445,
      "best_transition": {
        "to_ssoc": "51931",
        "to_title": "Undertaker",
        "composite": 0.5715,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.4499,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5535
      },
      "realization_scalar": 0.2803,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "52492",
      "title": "Food service counter attendant",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3153,
      "live_risk_band": "high",
      "live_augmentation": 0.0131,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2058,
      "posterior_exposure_p50": 0.3654,
      "posterior_exposure_p90": 0.525,
      "posterior_interval_width_80": 0.3192,
      "v5_structural_exposure_p10": 0.2645,
      "v5_structural_exposure": 0.4241,
      "v5_structural_exposure_p90": 0.5837,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3133,
      "task_mode_copilot_share": 0.3062,
      "task_mode_human_led_share": 0.3804,
      "task_mode_effective_coverage": 0.0392,
      "task_mode_automation_pressure": 0.019,
      "task_mode_augmentation_upside": 0.0108,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0243,
      "v5_demand_fragility": 0.1018,
      "v5_reallocation_capacity": 0.103,
      "v5_concentration_adjustment": 1.0183,
      "v5_structural_risk_p10": 0.209,
      "v5_structural_risk": 0.3351,
      "v5_structural_risk_p90": 0.4612,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0277,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5513,
      "v5_adaptation_capacity": 0.2967,
      "v5_adaptation_buffer": 0.0593,
      "v5_transition_adjusted_risk": 0.3152,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0803,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0198,
      "delta_vs_live_transition": -0.0001,
      "best_transition": {
        "to_ssoc": "51931",
        "to_title": "Undertaker",
        "composite": 0.6353,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5248,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5868
      },
      "realization_scalar": 0.2767,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51411",
      "title": "Hair stylist/Hairdresser",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1101,
      "live_risk_band": "low",
      "live_augmentation": 0.0672,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.122,
      "posterior_exposure_p50": 0.2641,
      "posterior_exposure_p90": 0.4061,
      "posterior_interval_width_80": 0.2841,
      "v5_structural_exposure_p10": 0.2311,
      "v5_structural_exposure": 0.3732,
      "v5_structural_exposure_p90": 0.5152,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3411,
      "task_mode_copilot_share": 0.2654,
      "task_mode_human_led_share": 0.3935,
      "task_mode_effective_coverage": 0.0448,
      "task_mode_automation_pressure": 0.0219,
      "task_mode_augmentation_upside": 0.0122,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0364,
      "v5_demand_fragility": 0.1365,
      "v5_reallocation_capacity": 0.0988,
      "v5_concentration_adjustment": 1.0246,
      "v5_structural_risk_p10": 0.1033,
      "v5_structural_risk": 0.1669,
      "v5_structural_risk_p90": 0.2304,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0425,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5453,
      "v5_adaptation_capacity": 0.2973,
      "v5_adaptation_buffer": 0.0595,
      "v5_transition_adjusted_risk": 0.1569,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0386,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0568,
      "delta_vs_live_transition": 0.0468,
      "best_transition": {
        "to_ssoc": "51492",
        "to_title": "Slimming consultant",
        "composite": 0.6866,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.4954,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5441
      },
      "realization_scalar": 0.2655,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "53201",
      "title": "Healthcare assistant (e.g. therapy aide/assistant)",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2989,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0687,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1917,
      "posterior_exposure_p50": 0.3354,
      "posterior_exposure_p90": 0.4792,
      "posterior_interval_width_80": 0.2875,
      "v5_structural_exposure_p10": 0.3565,
      "v5_structural_exposure": 0.5002,
      "v5_structural_exposure_p90": 0.644,
      "task_mode_blend_weight": 0.4399,
      "task_mode_matched_task_weight_share": 0.9798,
      "task_mode_delegable_share": 0.2948,
      "task_mode_copilot_share": 0.3876,
      "task_mode_human_led_share": 0.3177,
      "task_mode_effective_coverage": 0.1782,
      "task_mode_automation_pressure": 0.0894,
      "task_mode_augmentation_upside": 0.0464,
      "task_mode_concentration": 0.0869,
      "v5_effective_augmentation": 0.0486,
      "v5_demand_fragility": 0.179,
      "v5_reallocation_capacity": 0.9223,
      "v5_concentration_adjustment": 1.0322,
      "v5_structural_risk_p10": 0.2119,
      "v5_structural_risk": 0.2974,
      "v5_structural_risk_p90": 0.3829,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0492,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5886,
      "v5_adaptation_capacity": 0.4248,
      "v5_adaptation_buffer": 0.085,
      "v5_transition_adjusted_risk": 0.2721,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0361,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0015,
      "delta_vs_live_transition": -0.0268,
      "best_transition": {
        "to_ssoc": "53113",
        "to_title": "Child/After school care centre worker",
        "composite": 0.6724,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.559,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6039
      },
      "realization_scalar": 0.1416,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51502",
      "title": "House steward",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0416,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1388,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1724,
      "posterior_exposure_p50": 0.3261,
      "posterior_exposure_p90": 0.4798,
      "posterior_interval_width_80": 0.3074,
      "v5_structural_exposure_p10": 0.134,
      "v5_structural_exposure": 0.2877,
      "v5_structural_exposure_p90": 0.4414,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0463,
      "v5_demand_fragility": 0.1077,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0194,
      "v5_structural_risk_p10": 0.0195,
      "v5_structural_risk": 0.0419,
      "v5_structural_risk_p90": 0.0642,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0579,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5001,
      "v5_adaptation_capacity": 0.3982,
      "v5_adaptation_buffer": 0.0796,
      "v5_transition_adjusted_risk": 0.0385,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.009,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0003,
      "delta_vs_live_transition": -0.0031,
      "best_transition": {
        "to_ssoc": "51111",
        "to_title": "Chief steward",
        "composite": 0.6229,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.4278,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5125
      },
      "realization_scalar": 0.2537,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51501",
      "title": "Housekeeper (hotels and other establishments)",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0564,
      "live_risk_band": "low",
      "live_augmentation": 0.2004,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1816,
      "posterior_exposure_p50": 0.3353,
      "posterior_exposure_p90": 0.489,
      "posterior_interval_width_80": 0.3074,
      "v5_structural_exposure_p10": 0.2942,
      "v5_structural_exposure": 0.4479,
      "v5_structural_exposure_p90": 0.6016,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3133,
      "task_mode_copilot_share": 0.3062,
      "task_mode_human_led_share": 0.3804,
      "task_mode_effective_coverage": 0.0761,
      "task_mode_automation_pressure": 0.0368,
      "task_mode_augmentation_upside": 0.0211,
      "task_mode_concentration": 0.5021,
      "v5_effective_augmentation": 0.0763,
      "v5_demand_fragility": 0.132,
      "v5_reallocation_capacity": 0.5496,
      "v5_concentration_adjustment": 1.0238,
      "v5_structural_risk_p10": 0.0424,
      "v5_structural_risk": 0.0646,
      "v5_structural_risk_p90": 0.0868,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0901,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5638,
      "v5_adaptation_capacity": 0.3792,
      "v5_adaptation_buffer": 0.0758,
      "v5_transition_adjusted_risk": 0.0597,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0138,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0082,
      "delta_vs_live_transition": 0.0033,
      "best_transition": {
        "to_ssoc": "51503",
        "to_title": "Housekeeping matron",
        "composite": 0.7398,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.55,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5699
      },
      "realization_scalar": 0.2496,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51503",
      "title": "Housekeeping matron",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0408,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1499,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1725,
      "posterior_exposure_p50": 0.3262,
      "posterior_exposure_p90": 0.4798,
      "posterior_interval_width_80": 0.3073,
      "v5_structural_exposure_p10": 0.1341,
      "v5_structural_exposure": 0.2878,
      "v5_structural_exposure_p90": 0.4414,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0501,
      "v5_demand_fragility": 0.1077,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0194,
      "v5_structural_risk_p10": 0.0191,
      "v5_structural_risk": 0.041,
      "v5_structural_risk_p90": 0.0629,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0626,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5548,
      "v5_adaptation_capacity": 0.4216,
      "v5_adaptation_buffer": 0.0843,
      "v5_transition_adjusted_risk": 0.0376,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0087,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0002,
      "delta_vs_live_transition": -0.0032,
      "best_transition": {
        "to_ssoc": "51502",
        "to_title": "House steward",
        "composite": 0.7261,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5351,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5631
      },
      "realization_scalar": 0.2524,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "54193",
      "title": "Insurance investigator",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2194,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0856,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1879,
      "posterior_exposure_p50": 0.3398,
      "posterior_exposure_p90": 0.4916,
      "posterior_interval_width_80": 0.3037,
      "v5_structural_exposure_p10": 0.3209,
      "v5_structural_exposure": 0.4728,
      "v5_structural_exposure_p90": 0.6246,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3133,
      "task_mode_copilot_share": 0.3062,
      "task_mode_human_led_share": 0.3804,
      "task_mode_effective_coverage": 0.1074,
      "task_mode_automation_pressure": 0.0519,
      "task_mode_augmentation_upside": 0.0297,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0503,
      "v5_demand_fragility": 0.0887,
      "v5_reallocation_capacity": 0.103,
      "v5_concentration_adjustment": 1.016,
      "v5_structural_risk_p10": 0.1649,
      "v5_structural_risk": 0.2429,
      "v5_structural_risk_p90": 0.3209,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0555,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.457,
      "v5_adaptation_capacity": 0.2636,
      "v5_adaptation_buffer": 0.0527,
      "v5_transition_adjusted_risk": 0.2301,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0563,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0235,
      "delta_vs_live_transition": 0.0107,
      "best_transition": {
        "to_ssoc": "54141",
        "to_title": "Senior security supervisor",
        "composite": 0.6506,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.4542,
        "wage_preservation": 0.6073,
        "training_ease": 0,
        "empirical_priority": 0.4627
      },
      "realization_scalar": 0.2667,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51942",
      "title": "Keeper/Trainer in zoological, bird and aquatic parks",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1762,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0085,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1163,
      "posterior_exposure_p50": 0.2601,
      "posterior_exposure_p90": 0.4039,
      "posterior_interval_width_80": 0.2876,
      "v5_structural_exposure_p10": 0.2162,
      "v5_structural_exposure": 0.36,
      "v5_structural_exposure_p90": 0.5038,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4111,
      "task_mode_copilot_share": 0.3053,
      "task_mode_human_led_share": 0.2836,
      "task_mode_effective_coverage": 0.0361,
      "task_mode_automation_pressure": 0.0198,
      "task_mode_augmentation_upside": 0.0077,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0161,
      "v5_demand_fragility": 0.1315,
      "v5_reallocation_capacity": 0.0883,
      "v5_concentration_adjustment": 1.0237,
      "v5_structural_risk_p10": 0.1681,
      "v5_structural_risk": 0.2799,
      "v5_structural_risk_p90": 0.3918,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0182,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6099,
      "v5_adaptation_capacity": 0.3185,
      "v5_adaptation_buffer": 0.0637,
      "v5_transition_adjusted_risk": 0.2621,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0785,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.1037,
      "delta_vs_live_transition": 0.0859,
      "best_transition": {
        "to_ssoc": "51950",
        "to_title": "Driving instructor/tester",
        "composite": 0.6236,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5756,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.6442
      },
      "realization_scalar": 0.3235,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "54150",
      "title": "Lifeguard",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0677,
      "live_risk_band": "low",
      "live_augmentation": 0.0479,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1046,
      "posterior_exposure_p50": 0.2506,
      "posterior_exposure_p90": 0.3966,
      "posterior_interval_width_80": 0.292,
      "v5_structural_exposure_p10": 0.1005,
      "v5_structural_exposure": 0.2465,
      "v5_structural_exposure_p90": 0.3925,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0203,
      "v5_demand_fragility": 0.0205,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0037,
      "v5_structural_risk_p10": 0.0388,
      "v5_structural_risk": 0.0952,
      "v5_structural_risk_p90": 0.1516,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0254,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.542,
      "v5_adaptation_capacity": 0.4088,
      "v5_adaptation_buffer": 0.0818,
      "v5_transition_adjusted_risk": 0.0874,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0209,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0275,
      "delta_vs_live_transition": 0.0197,
      "best_transition": {
        "to_ssoc": "54141",
        "to_title": "Senior security supervisor",
        "composite": 0.6686,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.4754,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5349
      },
      "realization_scalar": 0.2649,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51422",
      "title": "Manicurist",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1001,
      "live_risk_band": "low",
      "live_augmentation": 0.0471,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1097,
      "posterior_exposure_p50": 0.2483,
      "posterior_exposure_p90": 0.3869,
      "posterior_interval_width_80": 0.2772,
      "v5_structural_exposure_p10": 0.2137,
      "v5_structural_exposure": 0.3523,
      "v5_structural_exposure_p90": 0.4909,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3411,
      "task_mode_copilot_share": 0.2654,
      "task_mode_human_led_share": 0.3935,
      "task_mode_effective_coverage": 0.0336,
      "task_mode_automation_pressure": 0.0164,
      "task_mode_augmentation_upside": 0.0091,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0281,
      "v5_demand_fragility": 0.1293,
      "v5_reallocation_capacity": 0.0988,
      "v5_concentration_adjustment": 1.0233,
      "v5_structural_risk_p10": 0.1046,
      "v5_structural_risk": 0.1724,
      "v5_structural_risk_p90": 0.2402,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0328,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5604,
      "v5_adaptation_capacity": 0.3011,
      "v5_adaptation_buffer": 0.0602,
      "v5_transition_adjusted_risk": 0.162,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0401,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0723,
      "delta_vs_live_transition": 0.0619,
      "best_transition": {
        "to_ssoc": "51421",
        "to_title": "Beautician",
        "composite": 0.7464,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5575,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5733
      },
      "realization_scalar": 0.267,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51491",
      "title": "Masseur (non-medical) (including foot reflexologist)",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0989,
      "live_risk_band": "low",
      "live_augmentation": 0.013,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0964,
      "posterior_exposure_p50": 0.2367,
      "posterior_exposure_p90": 0.377,
      "posterior_interval_width_80": 0.2806,
      "v5_structural_exposure_p10": 0.0987,
      "v5_structural_exposure": 0.239,
      "v5_structural_exposure_p90": 0.3793,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0091,
      "v5_demand_fragility": 0.1077,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0194,
      "v5_structural_risk_p10": 0.0668,
      "v5_structural_risk": 0.1618,
      "v5_structural_risk_p90": 0.2567,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0114,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5603,
      "v5_adaptation_capacity": 0.4093,
      "v5_adaptation_buffer": 0.0819,
      "v5_transition_adjusted_risk": 0.1485,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0196,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0629,
      "delta_vs_live_transition": 0.0496,
      "best_transition": {
        "to_ssoc": "51492",
        "to_title": "Slimming consultant",
        "composite": 0.7432,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5538,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5717
      },
      "realization_scalar": 0.1434,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "53202",
      "title": "Nursing aide/assistant",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1615,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0427,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1734,
      "posterior_exposure_p50": 0.3172,
      "posterior_exposure_p90": 0.4609,
      "posterior_interval_width_80": 0.2875,
      "v5_structural_exposure_p10": 0.1408,
      "v5_structural_exposure": 0.2846,
      "v5_structural_exposure_p90": 0.4283,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0213,
      "v5_demand_fragility": 0.1692,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0305,
      "v5_structural_risk_p10": 0.0818,
      "v5_structural_risk": 0.1654,
      "v5_structural_risk_p90": 0.2489,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0266,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5218,
      "v5_adaptation_capacity": 0.3961,
      "v5_adaptation_buffer": 0.0792,
      "v5_transition_adjusted_risk": 0.1523,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0384,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0039,
      "delta_vs_live_transition": -0.0092,
      "best_transition": {
        "to_ssoc": "53113",
        "to_title": "Child/After school care centre worker",
        "composite": 0.6136,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.49,
        "wage_preservation": 0.8827,
        "training_ease": 0.3,
        "empirical_priority": 0.5545
      },
      "realization_scalar": 0.2698,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "52491",
      "title": "Petrol station attendant",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3004,
      "live_risk_band": "high",
      "live_augmentation": 0.0147,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2052,
      "posterior_exposure_p50": 0.3648,
      "posterior_exposure_p90": 0.5244,
      "posterior_interval_width_80": 0.3192,
      "v5_structural_exposure_p10": 0.2431,
      "v5_structural_exposure": 0.4027,
      "v5_structural_exposure_p90": 0.5623,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3133,
      "task_mode_copilot_share": 0.3062,
      "task_mode_human_led_share": 0.3804,
      "task_mode_effective_coverage": 0.0313,
      "task_mode_automation_pressure": 0.0152,
      "task_mode_augmentation_upside": 0.0087,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0261,
      "v5_demand_fragility": 0.0968,
      "v5_reallocation_capacity": 0.103,
      "v5_concentration_adjustment": 1.0174,
      "v5_structural_risk_p10": 0.1862,
      "v5_structural_risk": 0.3084,
      "v5_structural_risk_p90": 0.4306,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0305,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5389,
      "v5_adaptation_capacity": 0.2915,
      "v5_adaptation_buffer": 0.0583,
      "v5_transition_adjusted_risk": 0.2904,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0739,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.008,
      "delta_vs_live_transition": -0.01,
      "best_transition": {
        "to_ssoc": "51931",
        "to_title": "Undertaker",
        "composite": 0.6309,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5196,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5845
      },
      "realization_scalar": 0.2769,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "54144",
      "title": "Private security officer",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0832,
      "live_risk_band": "low",
      "live_augmentation": 0.0375,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1112,
      "posterior_exposure_p50": 0.2497,
      "posterior_exposure_p90": 0.3883,
      "posterior_interval_width_80": 0.2771,
      "v5_structural_exposure_p10": 0.1102,
      "v5_structural_exposure": 0.2487,
      "v5_structural_exposure_p90": 0.3873,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0186,
      "v5_demand_fragility": 0.0205,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0037,
      "v5_structural_risk_p10": 0.0536,
      "v5_structural_risk": 0.1211,
      "v5_structural_risk_p90": 0.1886,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0232,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5718,
      "v5_adaptation_capacity": 0.4204,
      "v5_adaptation_buffer": 0.0841,
      "v5_transition_adjusted_risk": 0.1109,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0254,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0379,
      "delta_vs_live_transition": 0.0277,
      "best_transition": {
        "to_ssoc": "54141",
        "to_title": "Senior security supervisor",
        "composite": 0.7287,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5378,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5643
      },
      "realization_scalar": 0.2538,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51121",
      "title": "Rail station service assistant",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1103,
      "live_risk_band": "low",
      "live_augmentation": 0.0466,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.133,
      "posterior_exposure_p50": 0.2749,
      "posterior_exposure_p90": 0.4169,
      "posterior_interval_width_80": 0.2839,
      "v5_structural_exposure_p10": 0.121,
      "v5_structural_exposure": 0.2629,
      "v5_structural_exposure_p90": 0.4049,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0234,
      "v5_demand_fragility": 0.1077,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0194,
      "v5_structural_risk_p10": 0.0629,
      "v5_structural_risk": 0.1367,
      "v5_structural_risk_p90": 0.2105,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0293,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5888,
      "v5_adaptation_capacity": 0.4259,
      "v5_adaptation_buffer": 0.0852,
      "v5_transition_adjusted_risk": 0.1251,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0318,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0264,
      "delta_vs_live_transition": 0.0148,
      "best_transition": {
        "to_ssoc": "51112",
        "to_title": "Cabin attendant/steward",
        "composite": 0.6387,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5162,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5856
      },
      "realization_scalar": 0.2755,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "52421",
      "title": "Sales demonstrator",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2744,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0002,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1609,
      "posterior_exposure_p50": 0.3127,
      "posterior_exposure_p90": 0.4645,
      "posterior_interval_width_80": 0.3036,
      "v5_structural_exposure_p10": 0.2684,
      "v5_structural_exposure": 0.4202,
      "v5_structural_exposure_p90": 0.572,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3232,
      "task_mode_copilot_share": 0.3408,
      "task_mode_human_led_share": 0.3359,
      "task_mode_effective_coverage": 0.0614,
      "task_mode_automation_pressure": 0.0309,
      "task_mode_augmentation_upside": 0.0158,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0268,
      "v5_demand_fragility": 0.1161,
      "v5_reallocation_capacity": 0.1015,
      "v5_concentration_adjustment": 1.0209,
      "v5_structural_risk_p10": 0.2155,
      "v5_structural_risk": 0.3373,
      "v5_structural_risk_p90": 0.4592,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0295,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5642,
      "v5_adaptation_capacity": 0.3036,
      "v5_adaptation_buffer": 0.0607,
      "v5_transition_adjusted_risk": 0.3169,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0928,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0629,
      "delta_vs_live_transition": 0.0425,
      "best_transition": {
        "to_ssoc": "12222",
        "to_title": "Marketing manager",
        "composite": 0.5398,
        "observed_transition_rate": null,
        "destination_quality": 0.5391,
        "wage_preservation": 1,
        "training_ease": 0.8,
        "empirical_priority": 0.6447
      },
      "realization_scalar": 0.3171,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "52201",
      "title": "Sales supervisor",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3443,
      "live_risk_band": "high",
      "live_augmentation": 0.064,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2731,
      "posterior_exposure_p50": 0.4268,
      "posterior_exposure_p90": 0.5806,
      "posterior_interval_width_80": 0.3075,
      "v5_structural_exposure_p10": 0.3293,
      "v5_structural_exposure": 0.4831,
      "v5_structural_exposure_p90": 0.6368,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3232,
      "task_mode_copilot_share": 0.3408,
      "task_mode_human_led_share": 0.3359,
      "task_mode_effective_coverage": 0.0614,
      "task_mode_automation_pressure": 0.0309,
      "task_mode_augmentation_upside": 0.0158,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0458,
      "v5_demand_fragility": 0.1161,
      "v5_reallocation_capacity": 0.1015,
      "v5_concentration_adjustment": 1.0209,
      "v5_structural_risk_p10": 0.2133,
      "v5_structural_risk": 0.3129,
      "v5_structural_risk_p90": 0.4125,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0533,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5378,
      "v5_adaptation_capacity": 0.2989,
      "v5_adaptation_buffer": 0.0598,
      "v5_transition_adjusted_risk": 0.2942,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0836,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0314,
      "delta_vs_live_transition": -0.0501,
      "best_transition": {
        "to_ssoc": "12222",
        "to_title": "Marketing manager",
        "composite": 0.5807,
        "observed_transition_rate": null,
        "destination_quality": 0.5365,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.6197
      },
      "realization_scalar": 0.3077,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "52422",
      "title": "Salesperson (door-to-door)",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3498,
      "live_risk_band": "high",
      "live_augmentation": 0.0003,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.169,
      "posterior_exposure_p50": 0.3208,
      "posterior_exposure_p90": 0.4726,
      "posterior_interval_width_80": 0.3036,
      "v5_structural_exposure_p10": 0.3482,
      "v5_structural_exposure": 0.5,
      "v5_structural_exposure_p90": 0.6518,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3718,
      "task_mode_copilot_share": 0.3529,
      "task_mode_human_led_share": 0.2752,
      "task_mode_effective_coverage": 0.203,
      "task_mode_automation_pressure": 0.11,
      "task_mode_augmentation_upside": 0.0451,
      "task_mode_concentration": 0.3338,
      "v5_effective_augmentation": 0.0458,
      "v5_demand_fragility": 0.1209,
      "v5_reallocation_capacity": 0.6976,
      "v5_concentration_adjustment": 1.0218,
      "v5_structural_risk_p10": 0.2676,
      "v5_structural_risk": 0.3842,
      "v5_structural_risk_p90": 0.5008,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.046,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5639,
      "v5_adaptation_capacity": 0.3877,
      "v5_adaptation_buffer": 0.0775,
      "v5_transition_adjusted_risk": 0.3544,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1053,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0344,
      "delta_vs_live_transition": 0.0046,
      "best_transition": {
        "to_ssoc": "12222",
        "to_title": "Marketing manager",
        "composite": 0.5624,
        "observed_transition_rate": null,
        "destination_quality": 0.5656,
        "wage_preservation": 1,
        "training_ease": 0.8,
        "empirical_priority": 0.6597
      },
      "realization_scalar": 0.3215,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "54142",
      "title": "Security supervisor",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0849,
      "live_risk_band": "low",
      "live_augmentation": 0.0374,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1113,
      "posterior_exposure_p50": 0.2499,
      "posterior_exposure_p90": 0.3885,
      "posterior_interval_width_80": 0.2772,
      "v5_structural_exposure_p10": 0.1107,
      "v5_structural_exposure": 0.2493,
      "v5_structural_exposure_p90": 0.3879,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0184,
      "v5_demand_fragility": 0.0205,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0037,
      "v5_structural_risk_p10": 0.0541,
      "v5_structural_risk": 0.1219,
      "v5_structural_risk_p90": 0.1897,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.023,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5564,
      "v5_adaptation_capacity": 0.414,
      "v5_adaptation_buffer": 0.0828,
      "v5_transition_adjusted_risk": 0.1118,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0257,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.037,
      "delta_vs_live_transition": 0.0269,
      "best_transition": {
        "to_ssoc": "54141",
        "to_title": "Senior security supervisor",
        "composite": 0.7292,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5384,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5646
      },
      "realization_scalar": 0.254,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51202",
      "title": "Senior cook (e.g. station chef, commis cook 1, station cook)",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1419,
      "live_risk_band": "low",
      "live_augmentation": 0.0472,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1372,
      "posterior_exposure_p50": 0.291,
      "posterior_exposure_p90": 0.4448,
      "posterior_interval_width_80": 0.3076,
      "v5_structural_exposure_p10": 0.1372,
      "v5_structural_exposure": 0.291,
      "v5_structural_exposure_p90": 0.4448,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0347,
      "v5_demand_fragility": 0.5385,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0969,
      "v5_structural_risk_p10": 0.0813,
      "v5_structural_risk": 0.1725,
      "v5_structural_risk_p90": 0.2637,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0347,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5499,
      "v5_adaptation_capacity": 0.3371,
      "v5_adaptation_buffer": 0.0674,
      "v5_transition_adjusted_risk": 0.1609,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0241,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0306,
      "delta_vs_live_transition": 0.019,
      "best_transition": {
        "to_ssoc": "51931",
        "to_title": "Undertaker",
        "composite": 0.6433,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5262,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5891
      },
      "realization_scalar": 0.1488,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "54143",
      "title": "Senior private security officer",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0842,
      "live_risk_band": "low",
      "live_augmentation": 0.0386,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1113,
      "posterior_exposure_p50": 0.2499,
      "posterior_exposure_p90": 0.3885,
      "posterior_interval_width_80": 0.2772,
      "v5_structural_exposure_p10": 0.1112,
      "v5_structural_exposure": 0.2498,
      "v5_structural_exposure_p90": 0.3884,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.019,
      "v5_demand_fragility": 0.0205,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0037,
      "v5_structural_risk_p10": 0.054,
      "v5_structural_risk": 0.1212,
      "v5_structural_risk_p90": 0.1884,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0238,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5629,
      "v5_adaptation_capacity": 0.4169,
      "v5_adaptation_buffer": 0.0834,
      "v5_transition_adjusted_risk": 0.1111,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0255,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.037,
      "delta_vs_live_transition": 0.0269,
      "best_transition": {
        "to_ssoc": "54141",
        "to_title": "Senior security supervisor",
        "composite": 0.729,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5382,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5645
      },
      "realization_scalar": 0.2538,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "54141",
      "title": "Senior security supervisor",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0831,
      "live_risk_band": "low",
      "live_augmentation": 0.0415,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1114,
      "posterior_exposure_p50": 0.25,
      "posterior_exposure_p90": 0.3885,
      "posterior_interval_width_80": 0.2771,
      "v5_structural_exposure_p10": 0.1114,
      "v5_structural_exposure": 0.25,
      "v5_structural_exposure_p90": 0.3885,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0204,
      "v5_demand_fragility": 0.0205,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0037,
      "v5_structural_risk_p10": 0.0531,
      "v5_structural_risk": 0.1192,
      "v5_structural_risk_p90": 0.1853,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0255,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5249,
      "v5_adaptation_capacity": 0.4019,
      "v5_adaptation_buffer": 0.0804,
      "v5_transition_adjusted_risk": 0.1097,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0252,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0361,
      "delta_vs_live_transition": 0.0266,
      "best_transition": {
        "to_ssoc": "54142",
        "to_title": "Security supervisor",
        "composite": 0.6977,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.503,
        "wage_preservation": 0.8699,
        "training_ease": 0,
        "empirical_priority": 0.5277
      },
      "realization_scalar": 0.2542,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "52202",
      "title": "Shop sales assistant",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.353,
      "live_risk_band": "high",
      "live_augmentation": 0.0575,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2732,
      "posterior_exposure_p50": 0.4269,
      "posterior_exposure_p90": 0.5806,
      "posterior_interval_width_80": 0.3074,
      "v5_structural_exposure_p10": 0.3295,
      "v5_structural_exposure": 0.4832,
      "v5_structural_exposure_p90": 0.6369,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3232,
      "task_mode_copilot_share": 0.3408,
      "task_mode_human_led_share": 0.3359,
      "task_mode_effective_coverage": 0.0614,
      "task_mode_automation_pressure": 0.0309,
      "task_mode_augmentation_upside": 0.0158,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0417,
      "v5_demand_fragility": 0.1161,
      "v5_reallocation_capacity": 0.1015,
      "v5_concentration_adjustment": 1.0209,
      "v5_structural_risk_p10": 0.2186,
      "v5_structural_risk": 0.3205,
      "v5_structural_risk_p90": 0.4225,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0482,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5791,
      "v5_adaptation_capacity": 0.3171,
      "v5_adaptation_buffer": 0.0634,
      "v5_transition_adjusted_risk": 0.3002,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.0448,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": -0.0325,
      "delta_vs_live_transition": -0.0528,
      "best_transition": {
        "to_ssoc": "12222",
        "to_title": "Marketing manager",
        "composite": 0.5834,
        "observed_transition_rate": null,
        "destination_quality": 0.5396,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.6279
      },
      "realization_scalar": 0.1615,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51492",
      "title": "Slimming consultant",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0771,
      "live_risk_band": "low",
      "live_augmentation": 0.0196,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.0959,
      "posterior_exposure_p50": 0.2382,
      "posterior_exposure_p90": 0.3804,
      "posterior_interval_width_80": 0.2845,
      "v5_structural_exposure_p10": 0.0959,
      "v5_structural_exposure": 0.2382,
      "v5_structural_exposure_p90": 0.3804,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0204,
      "v5_demand_fragility": 0.5385,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0969,
      "v5_structural_risk_p10": 0.0624,
      "v5_structural_risk": 0.155,
      "v5_structural_risk_p90": 0.2475,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0204,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5262,
      "v5_adaptation_capacity": 0.321,
      "v5_adaptation_buffer": 0.0642,
      "v5_transition_adjusted_risk": 0.145,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0412,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0779,
      "delta_vs_live_transition": 0.0679,
      "best_transition": {
        "to_ssoc": "51931",
        "to_title": "Undertaker",
        "composite": 0.6539,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.4626,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5283
      },
      "realization_scalar": 0.2819,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "53120",
      "title": "Teacher aide",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1714,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0613,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1615,
      "posterior_exposure_p50": 0.3221,
      "posterior_exposure_p90": 0.4827,
      "posterior_interval_width_80": 0.3212,
      "v5_structural_exposure_p10": 0.1615,
      "v5_structural_exposure": 0.3221,
      "v5_structural_exposure_p90": 0.4827,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0361,
      "v5_demand_fragility": 0.8462,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1523,
      "v5_structural_risk_p10": 0.0921,
      "v5_structural_risk": 0.1838,
      "v5_structural_risk_p90": 0.2754,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0361,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4913,
      "v5_adaptation_capacity": 0.3032,
      "v5_adaptation_buffer": 0.0606,
      "v5_transition_adjusted_risk": 0.1726,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.057,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0124,
      "delta_vs_live_transition": 0.0012,
      "best_transition": {
        "to_ssoc": "53113",
        "to_title": "Child/After school care centre worker",
        "composite": 0.5741,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5317,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5738
      },
      "realization_scalar": 0.3088,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "dellacqua_etal_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "52440",
      "title": "Telemarketer",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.6673,
      "live_risk_band": "very_high",
      "live_augmentation": 0.0054,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.4096,
      "posterior_exposure_p50": 0.5516,
      "posterior_exposure_p90": 0.6936,
      "posterior_interval_width_80": 0.284,
      "v5_structural_exposure_p10": 0.503,
      "v5_structural_exposure": 0.645,
      "v5_structural_exposure_p90": 0.787,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3579,
      "task_mode_copilot_share": 0.2979,
      "task_mode_human_led_share": 0.3442,
      "task_mode_effective_coverage": 0.2486,
      "task_mode_automation_pressure": 0.1272,
      "task_mode_augmentation_upside": 0.0619,
      "task_mode_concentration": 0.2898,
      "v5_effective_augmentation": 0.0597,
      "v5_demand_fragility": 0.1235,
      "v5_reallocation_capacity": 0.7381,
      "v5_concentration_adjustment": 1.0222,
      "v5_structural_risk_p10": 0.4023,
      "v5_structural_risk": 0.5159,
      "v5_structural_risk_p90": 0.6295,
      "v5_structural_band": "very_high",
      "v5_heterogeneous_augmentation": 0.0592,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5365,
      "v5_adaptation_capacity": 0.3871,
      "v5_adaptation_buffer": 0.0774,
      "v5_transition_adjusted_risk": 0.476,
      "v5_transition_adjusted_band": "high",
      "v5_realized_risk_proxy": 0.1223,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.1514,
      "delta_vs_live_transition": -0.1913,
      "best_transition": {
        "to_ssoc": "51492",
        "to_title": "Slimming consultant",
        "composite": 0.6967,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5966,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6188
      },
      "realization_scalar": 0.2779,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51131",
      "title": "Tour guide",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1034,
      "live_risk_band": "low",
      "live_augmentation": 0.1372,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2143,
      "posterior_exposure_p50": 0.3572,
      "posterior_exposure_p90": 0.5001,
      "posterior_interval_width_80": 0.2858,
      "v5_structural_exposure_p10": 0.2224,
      "v5_structural_exposure": 0.3653,
      "v5_structural_exposure_p90": 0.5082,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4238,
      "task_mode_copilot_share": 0.2856,
      "task_mode_human_led_share": 0.2906,
      "task_mode_effective_coverage": 0.0051,
      "task_mode_automation_pressure": 0.0028,
      "task_mode_augmentation_upside": 0.0011,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0505,
      "v5_demand_fragility": 0.1111,
      "v5_reallocation_capacity": 0.0864,
      "v5_concentration_adjustment": 1.02,
      "v5_structural_risk_p10": 0.0631,
      "v5_structural_risk": 0.1036,
      "v5_structural_risk_p90": 0.1442,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0629,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5264,
      "v5_adaptation_capacity": 0.2927,
      "v5_adaptation_buffer": 0.0585,
      "v5_transition_adjusted_risk": 0.0976,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0232,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0002,
      "delta_vs_live_transition": -0.0058,
      "best_transition": {
        "to_ssoc": "51112",
        "to_title": "Cabin attendant/steward",
        "composite": 0.6687,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.4754,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.535
      },
      "realization_scalar": 0.2574,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51931",
      "title": "Undertaker",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0129,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1125,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1135,
      "posterior_exposure_p50": 0.2595,
      "posterior_exposure_p90": 0.4055,
      "posterior_interval_width_80": 0.292,
      "v5_structural_exposure_p10": 0.1092,
      "v5_structural_exposure": 0.2552,
      "v5_structural_exposure_p90": 0.4012,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.038,
      "v5_demand_fragility": 0.1077,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0194,
      "v5_structural_risk_p10": 0.0073,
      "v5_structural_risk": 0.017,
      "v5_structural_risk_p90": 0.0268,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0475,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5229,
      "v5_adaptation_capacity": 0.4044,
      "v5_adaptation_buffer": 0.0809,
      "v5_transition_adjusted_risk": 0.0157,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0037,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0041,
      "delta_vs_live_transition": 0.0028,
      "best_transition": {
        "to_ssoc": "51492",
        "to_title": "Slimming consultant",
        "composite": 0.6346,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.4398,
        "wage_preservation": 0.9865,
        "training_ease": 0,
        "empirical_priority": 0.5161
      },
      "realization_scalar": 0.2537,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "51312",
      "title": "Waiter",
      "major_group": "SERVICE AND SALES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.163,
      "live_risk_band": "moderate",
      "live_augmentation": 0.003,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1275,
      "posterior_exposure_p50": 0.2661,
      "posterior_exposure_p90": 0.4046,
      "posterior_interval_width_80": 0.2771,
      "v5_structural_exposure_p10": 0.1202,
      "v5_structural_exposure": 0.2588,
      "v5_structural_exposure_p90": 0.3973,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0089,
      "v5_demand_fragility": 0.1077,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0194,
      "v5_structural_risk_p10": 0.1008,
      "v5_structural_risk": 0.2171,
      "v5_structural_risk_p90": 0.3332,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0111,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5706,
      "v5_adaptation_capacity": 0.4134,
      "v5_adaptation_buffer": 0.0827,
      "v5_transition_adjusted_risk": 0.1991,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0489,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0541,
      "delta_vs_live_transition": 0.0361,
      "best_transition": {
        "to_ssoc": "51931",
        "to_title": "Undertaker",
        "composite": 0.6497,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5337,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5924
      },
      "realization_scalar": 0.2665,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "62212",
      "title": "Aquarium fish farm worker",
      "major_group": "AGRICULTURAL AND FISHERY WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0728,
      "live_risk_band": "low",
      "live_augmentation": 0.0275,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1314,
      "posterior_exposure_p50": 0.1956,
      "posterior_exposure_p90": 0.2598,
      "posterior_interval_width_80": 0.1284,
      "v5_structural_exposure_p10": 0.1559,
      "v5_structural_exposure": 0.2201,
      "v5_structural_exposure_p90": 0.2843,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0092,
      "v5_demand_fragility": 0.1,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.018,
      "v5_structural_risk_p10": 0.0826,
      "v5_structural_risk": 0.1166,
      "v5_structural_risk_p90": 0.1506,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0115,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4774,
      "v5_adaptation_capacity": 0.3761,
      "v5_adaptation_buffer": 0.0752,
      "v5_transition_adjusted_risk": 0.1078,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0127,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0438,
      "delta_vs_live_transition": 0.035,
      "best_transition": {
        "to_ssoc": "83311",
        "to_title": "Bus driver",
        "composite": 0.5541,
        "observed_transition_rate": null,
        "destination_quality": 0.4283,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5233
      },
      "realization_scalar": 0.1276,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "61133",
      "title": "Gardener and horticultural worker",
      "major_group": "AGRICULTURAL AND FISHERY WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1264,
      "live_risk_band": "low",
      "live_augmentation": 0.0354,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1357,
      "posterior_exposure_p50": 0.203,
      "posterior_exposure_p90": 0.2702,
      "posterior_interval_width_80": 0.1345,
      "v5_structural_exposure_p10": 0.1357,
      "v5_structural_exposure": 0.203,
      "v5_structural_exposure_p90": 0.2702,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.016,
      "v5_demand_fragility": 0,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1,
      "v5_structural_risk_p10": 0.0725,
      "v5_structural_risk": 0.1084,
      "v5_structural_risk_p90": 0.1443,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.016,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5055,
      "v5_adaptation_capacity": 0.3273,
      "v5_adaptation_buffer": 0.0655,
      "v5_transition_adjusted_risk": 0.1013,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0121,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.018,
      "delta_vs_live_transition": -0.0251,
      "best_transition": {
        "to_ssoc": "96261",
        "to_title": "Building caretaker/Watchman",
        "composite": 0.6293,
        "observed_transition_rate": null,
        "destination_quality": 0.4359,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5011
      },
      "realization_scalar": 0.1325,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "61131",
      "title": "Landscape and plant nursery supervisor",
      "major_group": "AGRICULTURAL AND FISHERY WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1086,
      "live_risk_band": "low",
      "live_augmentation": 0.0533,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1359,
      "posterior_exposure_p50": 0.203,
      "posterior_exposure_p90": 0.27,
      "posterior_interval_width_80": 0.1341,
      "v5_structural_exposure_p10": 0.1571,
      "v5_structural_exposure": 0.2242,
      "v5_structural_exposure_p90": 0.2912,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0222,
      "v5_demand_fragility": 0.1,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.018,
      "v5_structural_risk_p10": 0.0775,
      "v5_structural_risk": 0.1105,
      "v5_structural_risk_p90": 0.1435,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0277,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5256,
      "v5_adaptation_capacity": 0.4002,
      "v5_adaptation_buffer": 0.08,
      "v5_transition_adjusted_risk": 0.1017,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0141,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0019,
      "delta_vs_live_transition": -0.0069,
      "best_transition": {
        "to_ssoc": "22200",
        "to_title": "Registered nurse and other nursing professional (e.g. clinical nurse, nurse educator, excluding enrolled nurse)",
        "composite": 0.5261,
        "observed_transition_rate": null,
        "destination_quality": 0.4744,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.5801
      },
      "realization_scalar": 0.1504,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "71271",
      "title": "Air-conditioning/Refrigeration equipment mechanic",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0821,
      "live_risk_band": "low",
      "live_augmentation": 0.0386,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0967,
      "posterior_exposure_p50": 0.2267,
      "posterior_exposure_p90": 0.3567,
      "posterior_interval_width_80": 0.26,
      "v5_structural_exposure_p10": 0.1898,
      "v5_structural_exposure": 0.3198,
      "v5_structural_exposure_p90": 0.4498,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0272,
      "task_mode_automation_pressure": 0.0141,
      "task_mode_augmentation_upside": 0.0066,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0131,
      "v5_demand_fragility": 0.0531,
      "v5_reallocation_capacity": 0.1051,
      "v5_concentration_adjustment": 1.0096,
      "v5_structural_risk_p10": 0.0682,
      "v5_structural_risk": 0.1149,
      "v5_structural_risk_p90": 0.1616,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0147,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4134,
      "v5_adaptation_capacity": 0.2264,
      "v5_adaptation_buffer": 0.0453,
      "v5_transition_adjusted_risk": 0.1097,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0101,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0328,
      "delta_vs_live_transition": 0.0276,
      "best_transition": {
        "to_ssoc": "71151",
        "to_title": "Carpenter",
        "composite": 0.5783,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.3818,
        "wage_preservation": 0.8894,
        "training_ease": 0,
        "empirical_priority": 0.4604
      },
      "realization_scalar": 0.1015,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "72310",
      "title": "Automotive mechanic",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0521,
      "live_risk_band": "low",
      "live_augmentation": 0.0228,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0858,
      "posterior_exposure_p50": 0.2044,
      "posterior_exposure_p90": 0.3231,
      "posterior_interval_width_80": 0.2373,
      "v5_structural_exposure_p10": 0.1064,
      "v5_structural_exposure": 0.225,
      "v5_structural_exposure_p90": 0.3437,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0066,
      "v5_demand_fragility": 0.1897,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0342,
      "v5_structural_risk_p10": 0.0393,
      "v5_structural_risk": 0.0831,
      "v5_structural_risk_p90": 0.1269,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0082,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4848,
      "v5_adaptation_capacity": 0.3755,
      "v5_adaptation_buffer": 0.0751,
      "v5_transition_adjusted_risk": 0.0768,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0073,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.031,
      "delta_vs_live_transition": 0.0247,
      "best_transition": {
        "to_ssoc": "72391",
        "to_title": "Machinery mechanic",
        "composite": 0.6261,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4312,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5014
      },
      "realization_scalar": 0.1018,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "75121",
      "title": "Baker",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1519,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0052,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0981,
      "posterior_exposure_p50": 0.2197,
      "posterior_exposure_p90": 0.3413,
      "posterior_interval_width_80": 0.2432,
      "v5_structural_exposure_p10": 0.112,
      "v5_structural_exposure": 0.2336,
      "v5_structural_exposure_p90": 0.3552,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0028,
      "v5_demand_fragility": 0.0513,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0092,
      "v5_structural_risk_p10": 0.0919,
      "v5_structural_risk": 0.1916,
      "v5_structural_risk_p90": 0.2913,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0035,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4729,
      "v5_adaptation_capacity": 0.3734,
      "v5_adaptation_buffer": 0.0747,
      "v5_transition_adjusted_risk": 0.1773,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0182,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0397,
      "delta_vs_live_transition": 0.0254,
      "best_transition": {
        "to_ssoc": "75122",
        "to_title": "Pastry and confectionery maker",
        "composite": 0.6716,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4784,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5237
      },
      "realization_scalar": 0.1125,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "71331",
      "title": "Building maintenance worker",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0207,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0247,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.0753,
      "posterior_exposure_p50": 0.1987,
      "posterior_exposure_p90": 0.322,
      "posterior_interval_width_80": 0.2467,
      "v5_structural_exposure_p10": 0.0753,
      "v5_structural_exposure": 0.1987,
      "v5_structural_exposure_p90": 0.322,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0107,
      "v5_demand_fragility": 0.1795,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0323,
      "v5_structural_risk_p10": 0.0164,
      "v5_structural_risk": 0.0433,
      "v5_structural_risk_p90": 0.0702,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0107,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4444,
      "v5_adaptation_capacity": 0.2922,
      "v5_adaptation_buffer": 0.0584,
      "v5_transition_adjusted_risk": 0.0408,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0041,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0226,
      "delta_vs_live_transition": 0.0201,
      "best_transition": {
        "to_ssoc": "71000",
        "to_title": "Supervisor/General foreman (building and related trades)",
        "composite": 0.5898,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.3934,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.4836
      },
      "realization_scalar": 0.1071,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "71311",
      "title": "Building painter",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2967,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0014,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1563,
      "posterior_exposure_p50": 0.2855,
      "posterior_exposure_p90": 0.4146,
      "posterior_interval_width_80": 0.2583,
      "v5_structural_exposure_p10": 0.141,
      "v5_structural_exposure": 0.2702,
      "v5_structural_exposure_p90": 0.3993,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0018,
      "v5_demand_fragility": 0.0359,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0065,
      "v5_structural_risk_p10": 0.1296,
      "v5_structural_risk": 0.2483,
      "v5_structural_risk_p90": 0.367,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0023,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5012,
      "v5_adaptation_capacity": 0.3851,
      "v5_adaptation_buffer": 0.077,
      "v5_transition_adjusted_risk": 0.2292,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0236,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0484,
      "delta_vs_live_transition": -0.0675,
      "best_transition": {
        "to_ssoc": "71331",
        "to_title": "Building maintenance worker",
        "composite": 0.699,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.518,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5398
      },
      "realization_scalar": 0.1136,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "75110",
      "title": "Butcher, fishmonger and related food preparer",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1007,
      "live_risk_band": "low",
      "live_augmentation": 0.0034,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.0861,
      "posterior_exposure_p50": 0.2059,
      "posterior_exposure_p90": 0.3257,
      "posterior_interval_width_80": 0.2396,
      "v5_structural_exposure_p10": 0.0861,
      "v5_structural_exposure": 0.2059,
      "v5_structural_exposure_p90": 0.3257,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0025,
      "v5_demand_fragility": 0.2564,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0462,
      "v5_structural_risk_p10": 0.0725,
      "v5_structural_risk": 0.1733,
      "v5_structural_risk_p90": 0.2741,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0025,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.44,
      "v5_adaptation_capacity": 0.2845,
      "v5_adaptation_buffer": 0.0569,
      "v5_transition_adjusted_risk": 0.1634,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0188,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0726,
      "delta_vs_live_transition": 0.0627,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.5901,
        "observed_transition_rate": 0.162,
        "destination_quality": 0.4675,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.4942
      },
      "realization_scalar": 0.1208,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "71151",
      "title": "Carpenter",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0184,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0366,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0783,
      "posterior_exposure_p50": 0.197,
      "posterior_exposure_p90": 0.3156,
      "posterior_interval_width_80": 0.2373,
      "v5_structural_exposure_p10": 0.1035,
      "v5_structural_exposure": 0.2222,
      "v5_structural_exposure_p90": 0.3408,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0101,
      "v5_demand_fragility": 0.0359,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0065,
      "v5_structural_risk_p10": 0.0146,
      "v5_structural_risk": 0.0312,
      "v5_structural_risk_p90": 0.0479,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0126,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4403,
      "v5_adaptation_capacity": 0.3632,
      "v5_adaptation_buffer": 0.0726,
      "v5_transition_adjusted_risk": 0.029,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0025,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0128,
      "delta_vs_live_transition": 0.0106,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.5764,
        "observed_transition_rate": 0.162,
        "destination_quality": 0.4514,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.4871
      },
      "realization_scalar": 0.0964,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "74121",
      "title": "Electrical fitter",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.108,
      "live_risk_band": "low",
      "live_augmentation": 0.0591,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1114,
      "posterior_exposure_p50": 0.2414,
      "posterior_exposure_p90": 0.3714,
      "posterior_interval_width_80": 0.26,
      "v5_structural_exposure_p10": 0.266,
      "v5_structural_exposure": 0.396,
      "v5_structural_exposure_p90": 0.526,
      "task_mode_blend_weight": 0.4375,
      "task_mode_matched_task_weight_share": 0.975,
      "task_mode_delegable_share": 0.3396,
      "task_mode_copilot_share": 0.3496,
      "task_mode_human_led_share": 0.3109,
      "task_mode_effective_coverage": 0.0847,
      "task_mode_automation_pressure": 0.0438,
      "task_mode_augmentation_upside": 0.0206,
      "task_mode_concentration": 0.4464,
      "v5_effective_augmentation": 0.0226,
      "v5_demand_fragility": 0.2191,
      "v5_reallocation_capacity": 0.5978,
      "v5_concentration_adjustment": 1.0394,
      "v5_structural_risk_p10": 0.0851,
      "v5_structural_risk": 0.1267,
      "v5_structural_risk_p90": 0.1683,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0231,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5334,
      "v5_adaptation_capacity": 0.3483,
      "v5_adaptation_buffer": 0.0697,
      "v5_transition_adjusted_risk": 0.1178,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0109,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0187,
      "delta_vs_live_transition": 0.0098,
      "best_transition": {
        "to_ssoc": "74123",
        "to_title": "Electrical household appliance repairer",
        "composite": 0.6783,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4871,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5274
      },
      "realization_scalar": 0.098,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "74123",
      "title": "Electrical household appliance repairer",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0651,
      "live_risk_band": "low",
      "live_augmentation": 0.0391,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1034,
      "posterior_exposure_p50": 0.2334,
      "posterior_exposure_p90": 0.3633,
      "posterior_interval_width_80": 0.2599,
      "v5_structural_exposure_p10": 0.1131,
      "v5_structural_exposure": 0.2431,
      "v5_structural_exposure_p90": 0.373,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0107,
      "v5_demand_fragility": 0.1949,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0351,
      "v5_structural_risk_p10": 0.0357,
      "v5_structural_risk": 0.0768,
      "v5_structural_risk_p90": 0.1178,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0134,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5102,
      "v5_adaptation_capacity": 0.387,
      "v5_adaptation_buffer": 0.0774,
      "v5_transition_adjusted_risk": 0.0708,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0066,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0117,
      "delta_vs_live_transition": 0.0057,
      "best_transition": {
        "to_ssoc": "74122",
        "to_title": "Electrical lift, escalator and related equipment fitter",
        "composite": 0.6735,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4805,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5246
      },
      "realization_scalar": 0.0993,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "74122",
      "title": "Electrical lift, escalator and related equipment fitter",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0978,
      "live_risk_band": "low",
      "live_augmentation": 0.0685,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1104,
      "posterior_exposure_p50": 0.2404,
      "posterior_exposure_p90": 0.3704,
      "posterior_interval_width_80": 0.26,
      "v5_structural_exposure_p10": 0.2565,
      "v5_structural_exposure": 0.3865,
      "v5_structural_exposure_p90": 0.5165,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0692,
      "task_mode_automation_pressure": 0.0359,
      "task_mode_augmentation_upside": 0.0168,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0242,
      "v5_demand_fragility": 0.2386,
      "v5_reallocation_capacity": 0.1051,
      "v5_concentration_adjustment": 1.0429,
      "v5_structural_risk_p10": 0.0803,
      "v5_structural_risk": 0.121,
      "v5_structural_risk_p90": 0.1617,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.026,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.473,
      "v5_adaptation_capacity": 0.2552,
      "v5_adaptation_buffer": 0.051,
      "v5_transition_adjusted_risk": 0.1148,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0107,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0232,
      "delta_vs_live_transition": 0.017,
      "best_transition": {
        "to_ssoc": "74001",
        "to_title": "Lift supervisor",
        "composite": 0.6058,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4127,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.4921
      },
      "realization_scalar": 0.0984,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "74110",
      "title": "Electrician",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0162,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0577,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0919,
      "posterior_exposure_p50": 0.2105,
      "posterior_exposure_p90": 0.3292,
      "posterior_interval_width_80": 0.2373,
      "v5_structural_exposure_p10": 0.1126,
      "v5_structural_exposure": 0.2312,
      "v5_structural_exposure_p90": 0.3499,
      "task_mode_blend_weight": 0.4441,
      "task_mode_matched_task_weight_share": 0.9881,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0155,
      "v5_demand_fragility": 0.1949,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0351,
      "v5_structural_risk_p10": 0.0116,
      "v5_structural_risk": 0.0238,
      "v5_structural_risk_p90": 0.0361,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0194,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4581,
      "v5_adaptation_capacity": 0.3679,
      "v5_adaptation_buffer": 0.0736,
      "v5_transition_adjusted_risk": 0.0221,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.002,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0076,
      "delta_vs_live_transition": 0.0059,
      "best_transition": {
        "to_ssoc": "74122",
        "to_title": "Electrical lift, escalator and related equipment fitter",
        "composite": 0.6135,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4181,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.4953
      },
      "realization_scalar": 0.0946,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "71220",
      "title": "Floor/Wall tiler",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0956,
      "live_risk_band": "low",
      "live_augmentation": 0.0037,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0733,
      "posterior_exposure_p50": 0.192,
      "posterior_exposure_p90": 0.3106,
      "posterior_interval_width_80": 0.2373,
      "v5_structural_exposure_p10": 0.1026,
      "v5_structural_exposure": 0.2213,
      "v5_structural_exposure_p90": 0.3399,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0019,
      "v5_demand_fragility": 0.0359,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0065,
      "v5_structural_risk_p10": 0.0819,
      "v5_structural_risk": 0.1766,
      "v5_structural_risk_p90": 0.2713,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0024,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4562,
      "v5_adaptation_capacity": 0.3667,
      "v5_adaptation_buffer": 0.0733,
      "v5_transition_adjusted_risk": 0.1637,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0167,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.081,
      "delta_vs_live_transition": 0.0681,
      "best_transition": {
        "to_ssoc": "71261",
        "to_title": "Plumber",
        "composite": 0.6057,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4848,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5574
      },
      "realization_scalar": 0.1123,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "75440",
      "title": "Fumigator and other pest and weed controller",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2104,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0104,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0837,
      "posterior_exposure_p50": 0.2016,
      "posterior_exposure_p90": 0.3195,
      "posterior_interval_width_80": 0.2358,
      "v5_structural_exposure_p10": 0.2781,
      "v5_structural_exposure": 0.396,
      "v5_structural_exposure_p90": 0.5139,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4451,
      "task_mode_copilot_share": 0.3211,
      "task_mode_human_led_share": 0.2338,
      "task_mode_effective_coverage": 0.1024,
      "task_mode_automation_pressure": 0.0592,
      "task_mode_augmentation_upside": 0.0192,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0103,
      "v5_demand_fragility": 0.1196,
      "v5_reallocation_capacity": 0.0832,
      "v5_concentration_adjustment": 1.0215,
      "v5_structural_risk_p10": 0.2163,
      "v5_structural_risk": 0.3079,
      "v5_structural_risk_p90": 0.3996,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0081,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4947,
      "v5_adaptation_capacity": 0.2606,
      "v5_adaptation_buffer": 0.0521,
      "v5_transition_adjusted_risk": 0.2919,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0303,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0975,
      "delta_vs_live_transition": 0.0815,
      "best_transition": {
        "to_ssoc": "75410",
        "to_title": "Underwater diver",
        "composite": 0.6429,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.5282,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5767
      },
      "realization_scalar": 0.1123,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "72392",
      "title": "Industrial/Office machinery mechanic",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0899,
      "live_risk_band": "low",
      "live_augmentation": 0.0413,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1074,
      "posterior_exposure_p50": 0.2302,
      "posterior_exposure_p90": 0.3529,
      "posterior_interval_width_80": 0.2455,
      "v5_structural_exposure_p10": 0.206,
      "v5_structural_exposure": 0.3288,
      "v5_structural_exposure_p90": 0.4515,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4451,
      "task_mode_copilot_share": 0.3211,
      "task_mode_human_led_share": 0.2338,
      "task_mode_effective_coverage": 0.0304,
      "task_mode_automation_pressure": 0.0176,
      "task_mode_augmentation_upside": 0.0057,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0136,
      "v5_demand_fragility": 0.21,
      "v5_reallocation_capacity": 0.0832,
      "v5_concentration_adjustment": 1.0378,
      "v5_structural_risk_p10": 0.0775,
      "v5_structural_risk": 0.1238,
      "v5_structural_risk_p90": 0.17,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0156,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4331,
      "v5_adaptation_capacity": 0.2289,
      "v5_adaptation_buffer": 0.0458,
      "v5_transition_adjusted_risk": 0.1181,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0113,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0339,
      "delta_vs_live_transition": 0.0282,
      "best_transition": {
        "to_ssoc": "72000",
        "to_title": "Supervisor/General foreman (metal, machinery and related trades)",
        "composite": 0.5633,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.438,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.536
      },
      "realization_scalar": 0.1014,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "71152",
      "title": "Joiner",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0125,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0234,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.0768,
      "posterior_exposure_p50": 0.1966,
      "posterior_exposure_p90": 0.3165,
      "posterior_interval_width_80": 0.2397,
      "v5_structural_exposure_p10": 0.0768,
      "v5_structural_exposure": 0.1966,
      "v5_structural_exposure_p90": 0.3165,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.01,
      "v5_demand_fragility": 0.1795,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0323,
      "v5_structural_risk_p10": 0.0111,
      "v5_structural_risk": 0.0285,
      "v5_structural_risk_p90": 0.0459,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.01,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4605,
      "v5_adaptation_capacity": 0.299,
      "v5_adaptation_buffer": 0.0598,
      "v5_transition_adjusted_risk": 0.0268,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0026,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.016,
      "delta_vs_live_transition": 0.0143,
      "best_transition": {
        "to_ssoc": "71151",
        "to_title": "Carpenter",
        "composite": 0.6758,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4828,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5257
      },
      "realization_scalar": 0.1049,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "74001",
      "title": "Lift supervisor",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0305,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1803,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1836,
      "posterior_exposure_p50": 0.3217,
      "posterior_exposure_p90": 0.4599,
      "posterior_interval_width_80": 0.2763,
      "v5_structural_exposure_p10": 0.1836,
      "v5_structural_exposure": 0.3217,
      "v5_structural_exposure_p90": 0.4599,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.071,
      "v5_demand_fragility": 0.9744,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1754,
      "v5_structural_risk_p10": 0.0128,
      "v5_structural_risk": 0.0225,
      "v5_structural_risk_p90": 0.0322,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.071,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4487,
      "v5_adaptation_capacity": 0.2961,
      "v5_adaptation_buffer": 0.0592,
      "v5_transition_adjusted_risk": 0.0212,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0022,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.008,
      "delta_vs_live_transition": -0.0093,
      "best_transition": {
        "to_ssoc": "74002",
        "to_title": "Supervisor/General foreman (electrical and electronic trades, excluding lift)",
        "composite": 0.6855,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4928,
        "wage_preservation": 0.9965,
        "training_ease": 0,
        "empirical_priority": 0.5299
      },
      "realization_scalar": 0.0959,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "72222",
      "title": "Locksmith",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1257,
      "live_risk_band": "low",
      "live_augmentation": 0.0104,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0987,
      "posterior_exposure_p50": 0.2174,
      "posterior_exposure_p90": 0.336,
      "posterior_interval_width_80": 0.2373,
      "v5_structural_exposure_p10": 0.1176,
      "v5_structural_exposure": 0.2363,
      "v5_structural_exposure_p90": 0.3549,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0038,
      "v5_demand_fragility": 0.1897,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0342,
      "v5_structural_risk_p10": 0.0854,
      "v5_structural_risk": 0.1716,
      "v5_structural_risk_p90": 0.2578,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0048,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4587,
      "v5_adaptation_capacity": 0.3642,
      "v5_adaptation_buffer": 0.0728,
      "v5_transition_adjusted_risk": 0.1591,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0164,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0459,
      "delta_vs_live_transition": 0.0334,
      "best_transition": {
        "to_ssoc": "72221",
        "to_title": "Tool and die maker",
        "composite": 0.6623,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4688,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5191
      },
      "realization_scalar": 0.11,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "72391",
      "title": "Machinery mechanic",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0865,
      "live_risk_band": "low",
      "live_augmentation": 0.0565,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1075,
      "posterior_exposure_p50": 0.2302,
      "posterior_exposure_p90": 0.3529,
      "posterior_interval_width_80": 0.2454,
      "v5_structural_exposure_p10": 0.2093,
      "v5_structural_exposure": 0.332,
      "v5_structural_exposure_p90": 0.4547,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4451,
      "task_mode_copilot_share": 0.3211,
      "task_mode_human_led_share": 0.2338,
      "task_mode_effective_coverage": 0.0304,
      "task_mode_automation_pressure": 0.0176,
      "task_mode_augmentation_upside": 0.0057,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0179,
      "v5_demand_fragility": 0.21,
      "v5_reallocation_capacity": 0.0832,
      "v5_concentration_adjustment": 1.0378,
      "v5_structural_risk_p10": 0.0757,
      "v5_structural_risk": 0.1201,
      "v5_structural_risk_p90": 0.1644,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.021,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4907,
      "v5_adaptation_capacity": 0.2583,
      "v5_adaptation_buffer": 0.0517,
      "v5_transition_adjusted_risk": 0.1139,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0107,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0336,
      "delta_vs_live_transition": 0.0274,
      "best_transition": {
        "to_ssoc": "72392",
        "to_title": "Industrial/Office machinery mechanic",
        "composite": 0.6657,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4723,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5208
      },
      "realization_scalar": 0.1001,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "73113",
      "title": "Medical device assembler/repairer",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1577,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0075,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1076,
      "posterior_exposure_p50": 0.2263,
      "posterior_exposure_p90": 0.3449,
      "posterior_interval_width_80": 0.2373,
      "v5_structural_exposure_p10": 0.1207,
      "v5_structural_exposure": 0.2394,
      "v5_structural_exposure_p90": 0.358,
      "task_mode_blend_weight": 0.3864,
      "task_mode_matched_task_weight_share": 0.8728,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0038,
      "v5_demand_fragility": 0.0103,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0018,
      "v5_structural_risk_p10": 0.0948,
      "v5_structural_risk": 0.1881,
      "v5_structural_risk_p90": 0.2812,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0048,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4375,
      "v5_adaptation_capacity": 0.3605,
      "v5_adaptation_buffer": 0.0721,
      "v5_transition_adjusted_risk": 0.1745,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0177,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0304,
      "delta_vs_live_transition": 0.0168,
      "best_transition": {
        "to_ssoc": "73000",
        "to_title": "Supervisor/General foreman (precision, handicraft, printing and related trades)",
        "composite": 0.573,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4505,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5413
      },
      "realization_scalar": 0.1125,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "72110",
      "title": "Metal moulder and coremaker",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1111,
      "live_risk_band": "low",
      "live_augmentation": 0.0098,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0886,
      "posterior_exposure_p50": 0.2072,
      "posterior_exposure_p90": 0.3259,
      "posterior_interval_width_80": 0.2373,
      "v5_structural_exposure_p10": 0.1142,
      "v5_structural_exposure": 0.2328,
      "v5_structural_exposure_p90": 0.3515,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0037,
      "v5_demand_fragility": 0.1897,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0342,
      "v5_structural_risk_p10": 0.0825,
      "v5_structural_risk": 0.1681,
      "v5_structural_risk_p90": 0.2538,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0046,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4382,
      "v5_adaptation_capacity": 0.356,
      "v5_adaptation_buffer": 0.0712,
      "v5_transition_adjusted_risk": 0.1561,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0162,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.057,
      "delta_vs_live_transition": 0.045,
      "best_transition": {
        "to_ssoc": "72392",
        "to_title": "Industrial/Office machinery mechanic",
        "composite": 0.5721,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.3758,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.4752
      },
      "realization_scalar": 0.1104,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "75122",
      "title": "Pastry and confectionery maker",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.153,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0059,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0984,
      "posterior_exposure_p50": 0.2199,
      "posterior_exposure_p90": 0.3415,
      "posterior_interval_width_80": 0.2431,
      "v5_structural_exposure_p10": 0.1189,
      "v5_structural_exposure": 0.2404,
      "v5_structural_exposure_p90": 0.362,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0032,
      "v5_demand_fragility": 0.0513,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0092,
      "v5_structural_risk_p10": 0.0963,
      "v5_structural_risk": 0.1947,
      "v5_structural_risk_p90": 0.2932,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.004,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4646,
      "v5_adaptation_capacity": 0.3702,
      "v5_adaptation_buffer": 0.074,
      "v5_transition_adjusted_risk": 0.1803,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0185,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0417,
      "delta_vs_live_transition": 0.0273,
      "best_transition": {
        "to_ssoc": "75121",
        "to_title": "Baker",
        "composite": 0.6528,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4573,
        "wage_preservation": 0.9159,
        "training_ease": 0,
        "empirical_priority": 0.5006
      },
      "realization_scalar": 0.1126,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "71261",
      "title": "Plumber",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0235,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0542,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0917,
      "posterior_exposure_p50": 0.2133,
      "posterior_exposure_p90": 0.335,
      "posterior_interval_width_80": 0.2433,
      "v5_structural_exposure_p10": 0.1801,
      "v5_structural_exposure": 0.3017,
      "v5_structural_exposure_p90": 0.4234,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3393,
      "task_mode_copilot_share": 0.3496,
      "task_mode_human_led_share": 0.311,
      "task_mode_effective_coverage": 0.0164,
      "task_mode_automation_pressure": 0.0085,
      "task_mode_augmentation_upside": 0.004,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.016,
      "v5_demand_fragility": 0.0464,
      "v5_reallocation_capacity": 0.0991,
      "v5_concentration_adjustment": 1.0084,
      "v5_structural_risk_p10": 0.0218,
      "v5_structural_risk": 0.0366,
      "v5_structural_risk_p90": 0.0514,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.019,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4266,
      "v5_adaptation_capacity": 0.2332,
      "v5_adaptation_buffer": 0.0466,
      "v5_transition_adjusted_risk": 0.0349,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.003,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0131,
      "delta_vs_live_transition": 0.0114,
      "best_transition": {
        "to_ssoc": "71000",
        "to_title": "Supervisor/General foreman (building and related trades)",
        "composite": 0.5898,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.3934,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.4836
      },
      "realization_scalar": 0.0953,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "73210",
      "title": "Pre-press trades worker",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.3674,
      "live_risk_band": "high",
      "live_augmentation": 0.0122,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1747,
      "posterior_exposure_p50": 0.306,
      "posterior_exposure_p90": 0.4372,
      "posterior_interval_width_80": 0.2625,
      "v5_structural_exposure_p10": 0.1747,
      "v5_structural_exposure": 0.306,
      "v5_structural_exposure_p90": 0.4372,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0078,
      "v5_demand_fragility": 0.0513,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0092,
      "v5_structural_risk_p10": 0.1433,
      "v5_structural_risk": 0.251,
      "v5_structural_risk_p90": 0.3586,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0078,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4595,
      "v5_adaptation_capacity": 0.3012,
      "v5_adaptation_buffer": 0.0602,
      "v5_transition_adjusted_risk": 0.2358,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0257,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.1164,
      "delta_vs_live_transition": -0.1316,
      "best_transition": {
        "to_ssoc": "73111",
        "to_title": "Watch and clock assembler/repairer",
        "composite": 0.6525,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.467,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5164
      },
      "realization_scalar": 0.1198,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "71000",
      "title": "Supervisor/General foreman (building and related trades)",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0258,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1439,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1485,
      "posterior_exposure_p50": 0.281,
      "posterior_exposure_p90": 0.4135,
      "posterior_interval_width_80": 0.265,
      "v5_structural_exposure_p10": 0.1485,
      "v5_structural_exposure": 0.281,
      "v5_structural_exposure_p90": 0.4135,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0569,
      "v5_demand_fragility": 0.1795,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0323,
      "v5_structural_risk_p10": 0.0101,
      "v5_structural_risk": 0.0191,
      "v5_structural_risk_p90": 0.0281,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0569,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4267,
      "v5_adaptation_capacity": 0.3048,
      "v5_adaptation_buffer": 0.061,
      "v5_transition_adjusted_risk": 0.018,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0016,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0067,
      "delta_vs_live_transition": -0.0078,
      "best_transition": {
        "to_ssoc": "83311",
        "to_title": "Bus driver",
        "composite": 0.5541,
        "observed_transition_rate": 0.162,
        "destination_quality": 0.4283,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.4762
      },
      "realization_scalar": 0.0982,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "74002",
      "title": "Supervisor/General foreman (electrical and electronic trades, excluding lift)",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0323,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1923,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1909,
      "posterior_exposure_p50": 0.3277,
      "posterior_exposure_p90": 0.4645,
      "posterior_interval_width_80": 0.2736,
      "v5_structural_exposure_p10": 0.3074,
      "v5_structural_exposure": 0.4442,
      "v5_structural_exposure_p90": 0.581,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.361,
      "task_mode_copilot_share": 0.3677,
      "task_mode_human_led_share": 0.2713,
      "task_mode_effective_coverage": 0.0795,
      "task_mode_automation_pressure": 0.0428,
      "task_mode_augmentation_upside": 0.0178,
      "task_mode_concentration": 0.3432,
      "v5_effective_augmentation": 0.0551,
      "v5_demand_fragility": 0.2125,
      "v5_reallocation_capacity": 0.6897,
      "v5_concentration_adjustment": 1.0383,
      "v5_structural_risk_p10": 0.019,
      "v5_structural_risk": 0.0274,
      "v5_structural_risk_p90": 0.0359,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0644,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4494,
      "v5_adaptation_capacity": 0.3367,
      "v5_adaptation_buffer": 0.0673,
      "v5_transition_adjusted_risk": 0.0256,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0021,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0049,
      "delta_vs_live_transition": -0.0067,
      "best_transition": {
        "to_ssoc": "74001",
        "to_title": "Lift supervisor",
        "composite": 0.6861,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4936,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5308
      },
      "realization_scalar": 0.0872,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "75000",
      "title": "Supervisor/General foreman (food processing, woodworking, garment, leather and related trades)",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1021,
      "live_risk_band": "low",
      "live_augmentation": 0.0454,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1232,
      "posterior_exposure_p50": 0.2557,
      "posterior_exposure_p90": 0.3882,
      "posterior_interval_width_80": 0.265,
      "v5_structural_exposure_p10": 0.1232,
      "v5_structural_exposure": 0.2557,
      "v5_structural_exposure_p90": 0.3882,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0188,
      "v5_demand_fragility": 0.2564,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0462,
      "v5_structural_risk_p10": 0.0419,
      "v5_structural_risk": 0.087,
      "v5_structural_risk_p90": 0.1321,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0188,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4175,
      "v5_adaptation_capacity": 0.2818,
      "v5_adaptation_buffer": 0.0564,
      "v5_transition_adjusted_risk": 0.0821,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0085,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0151,
      "delta_vs_live_transition": -0.02,
      "best_transition": {
        "to_ssoc": "83431",
        "to_title": "Crane/Hoist operator (excluding port)",
        "composite": 0.5857,
        "observed_transition_rate": 0.162,
        "destination_quality": 0.3912,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.4268
      },
      "realization_scalar": 0.1086,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "72000",
      "title": "Supervisor/General foreman (metal, machinery and related trades)",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0848,
      "live_risk_band": "low",
      "live_augmentation": 0.0742,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1238,
      "posterior_exposure_p50": 0.255,
      "posterior_exposure_p90": 0.3861,
      "posterior_interval_width_80": 0.2623,
      "v5_structural_exposure_p10": 0.1288,
      "v5_structural_exposure": 0.26,
      "v5_structural_exposure_p90": 0.3911,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0202,
      "v5_demand_fragility": 0.1897,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0342,
      "v5_structural_risk_p10": 0.0403,
      "v5_structural_risk": 0.0813,
      "v5_structural_risk_p90": 0.1223,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0252,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.3284,
      "v5_adaptation_capacity": 0.3179,
      "v5_adaptation_buffer": 0.0636,
      "v5_transition_adjusted_risk": 0.0761,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0071,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0035,
      "delta_vs_live_transition": -0.0087,
      "best_transition": {
        "to_ssoc": "82000",
        "to_title": "Supervisor/General foreman of assemblers and quality checkers",
        "composite": 0.531,
        "observed_transition_rate": 0.162,
        "destination_quality": 0.3272,
        "wage_preservation": 0.7488,
        "training_ease": 0,
        "empirical_priority": 0.3582
      },
      "realization_scalar": 0.1,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "73000",
      "title": "Supervisor/General foreman (precision, handicraft, printing and related trades)",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0932,
      "live_risk_band": "low",
      "live_augmentation": 0.0723,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1259,
      "posterior_exposure_p50": 0.2571,
      "posterior_exposure_p90": 0.3883,
      "posterior_interval_width_80": 0.2624,
      "v5_structural_exposure_p10": 0.1791,
      "v5_structural_exposure": 0.3103,
      "v5_structural_exposure_p90": 0.4415,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3393,
      "task_mode_copilot_share": 0.3496,
      "task_mode_human_led_share": 0.311,
      "task_mode_effective_coverage": 0.0057,
      "task_mode_automation_pressure": 0.0029,
      "task_mode_augmentation_upside": 0.0014,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0204,
      "v5_demand_fragility": 0.0139,
      "v5_reallocation_capacity": 0.0991,
      "v5_concentration_adjustment": 1.0025,
      "v5_structural_risk_p10": 0.0552,
      "v5_structural_risk": 0.0956,
      "v5_structural_risk_p90": 0.1361,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0251,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4286,
      "v5_adaptation_capacity": 0.2368,
      "v5_adaptation_buffer": 0.0474,
      "v5_transition_adjusted_risk": 0.0911,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0082,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0024,
      "delta_vs_live_transition": -0.0021,
      "best_transition": {
        "to_ssoc": "83431",
        "to_title": "Crane/Hoist operator (excluding port)",
        "composite": 0.583,
        "observed_transition_rate": 0.162,
        "destination_quality": 0.388,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.4254
      },
      "realization_scalar": 0.0992,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "75310",
      "title": "Tailor/Dressmaker",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1552,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0013,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0839,
      "posterior_exposure_p50": 0.2026,
      "posterior_exposure_p90": 0.3213,
      "posterior_interval_width_80": 0.2374,
      "v5_structural_exposure_p10": 0.1805,
      "v5_structural_exposure": 0.2992,
      "v5_structural_exposure_p90": 0.4179,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.019,
      "task_mode_automation_pressure": 0.0099,
      "task_mode_augmentation_upside": 0.0046,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0037,
      "v5_demand_fragility": 0.0633,
      "v5_reallocation_capacity": 0.1051,
      "v5_concentration_adjustment": 1.0114,
      "v5_structural_risk_p10": 0.1599,
      "v5_structural_risk": 0.2651,
      "v5_structural_risk_p90": 0.3703,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0035,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4417,
      "v5_adaptation_capacity": 0.2358,
      "v5_adaptation_buffer": 0.0472,
      "v5_transition_adjusted_risk": 0.2526,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0264,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.1099,
      "delta_vs_live_transition": 0.0974,
      "best_transition": {
        "to_ssoc": "96261",
        "to_title": "Building caretaker/Watchman",
        "composite": 0.6379,
        "observed_transition_rate": 0.0847,
        "destination_quality": 0.446,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.4371
      },
      "realization_scalar": 0.1145,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "72221",
      "title": "Tool and die maker",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1265,
      "live_risk_band": "low",
      "live_augmentation": 0.0109,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0988,
      "posterior_exposure_p50": 0.2175,
      "posterior_exposure_p90": 0.3361,
      "posterior_interval_width_80": 0.2373,
      "v5_structural_exposure_p10": 0.1207,
      "v5_structural_exposure": 0.2394,
      "v5_structural_exposure_p90": 0.358,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0041,
      "v5_demand_fragility": 0.1897,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0342,
      "v5_structural_risk_p10": 0.0873,
      "v5_structural_risk": 0.1732,
      "v5_structural_risk_p90": 0.259,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0051,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4565,
      "v5_adaptation_capacity": 0.3634,
      "v5_adaptation_buffer": 0.0727,
      "v5_transition_adjusted_risk": 0.1606,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0166,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0467,
      "delta_vs_live_transition": 0.0341,
      "best_transition": {
        "to_ssoc": "72000",
        "to_title": "Supervisor/General foreman (metal, machinery and related trades)",
        "composite": 0.5743,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4509,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5417
      },
      "realization_scalar": 0.1104,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "75410",
      "title": "Underwater diver",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0226,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0417,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0857,
      "posterior_exposure_p50": 0.2044,
      "posterior_exposure_p90": 0.323,
      "posterior_interval_width_80": 0.2373,
      "v5_structural_exposure_p10": 0.1135,
      "v5_structural_exposure": 0.2322,
      "v5_structural_exposure_p90": 0.3508,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0114,
      "v5_demand_fragility": 0.0513,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0092,
      "v5_structural_risk_p10": 0.0171,
      "v5_structural_risk": 0.035,
      "v5_structural_risk_p90": 0.0529,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0143,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4057,
      "v5_adaptation_capacity": 0.3492,
      "v5_adaptation_buffer": 0.0698,
      "v5_transition_adjusted_risk": 0.0326,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0029,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0124,
      "delta_vs_live_transition": 0.01,
      "best_transition": {
        "to_ssoc": "81000",
        "to_title": "Stationary plant and machine supervisor/general foreman",
        "composite": 0.5429,
        "observed_transition_rate": 0.162,
        "destination_quality": 0.4166,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.4707
      },
      "realization_scalar": 0.0989,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "73111",
      "title": "Watch and clock assembler/repairer",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1578,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0092,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1079,
      "posterior_exposure_p50": 0.2266,
      "posterior_exposure_p90": 0.3452,
      "posterior_interval_width_80": 0.2373,
      "v5_structural_exposure_p10": 0.1258,
      "v5_structural_exposure": 0.2445,
      "v5_structural_exposure_p90": 0.3631,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0046,
      "v5_demand_fragility": 0.0103,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0018,
      "v5_structural_risk_p10": 0.0964,
      "v5_structural_risk": 0.1873,
      "v5_structural_risk_p90": 0.2782,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0058,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4748,
      "v5_adaptation_capacity": 0.376,
      "v5_adaptation_buffer": 0.0752,
      "v5_transition_adjusted_risk": 0.1732,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0179,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0295,
      "delta_vs_live_transition": 0.0154,
      "best_transition": {
        "to_ssoc": "73000",
        "to_title": "Supervisor/General foreman (precision, handicraft, printing and related trades)",
        "composite": 0.5731,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4506,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5414
      },
      "realization_scalar": 0.1144,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "72120",
      "title": "Welder and flame cutter",
      "major_group": "CRAFTSMEN AND RELATED TRADES WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1027,
      "live_risk_band": "low",
      "live_augmentation": 0.0042,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0756,
      "posterior_exposure_p50": 0.1934,
      "posterior_exposure_p90": 0.3113,
      "posterior_interval_width_80": 0.2357,
      "v5_structural_exposure_p10": 0.1097,
      "v5_structural_exposure": 0.2275,
      "v5_structural_exposure_p90": 0.3454,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0026,
      "v5_demand_fragility": 0.1897,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0342,
      "v5_structural_risk_p10": 0.0905,
      "v5_structural_risk": 0.1877,
      "v5_structural_risk_p90": 0.285,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0033,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4577,
      "v5_adaptation_capacity": 0.3634,
      "v5_adaptation_buffer": 0.0727,
      "v5_transition_adjusted_risk": 0.1741,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0185,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.085,
      "delta_vs_live_transition": 0.0714,
      "best_transition": {
        "to_ssoc": "72110",
        "to_title": "Metal moulder and coremaker",
        "composite": 0.6034,
        "observed_transition_rate": 0.4384,
        "destination_quality": 0.4075,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.4903
      },
      "realization_scalar": 0.1133,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83492",
      "title": "Airport mobile equipment operator",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0585,
      "live_risk_band": "low",
      "live_augmentation": 0.0281,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1103,
      "posterior_exposure_p50": 0.2076,
      "posterior_exposure_p90": 0.3048,
      "posterior_interval_width_80": 0.1945,
      "v5_structural_exposure_p10": 0.1383,
      "v5_structural_exposure": 0.2356,
      "v5_structural_exposure_p90": 0.3328,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.009,
      "v5_demand_fragility": 0.0718,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0129,
      "v5_structural_risk_p10": 0.0641,
      "v5_structural_risk": 0.1092,
      "v5_structural_risk_p90": 0.1542,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0112,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5752,
      "v5_adaptation_capacity": 0.4165,
      "v5_adaptation_buffer": 0.0833,
      "v5_transition_adjusted_risk": 0.1001,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0093,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0507,
      "delta_vs_live_transition": 0.0416,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6774,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5566,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.617
      },
      "realization_scalar": 0.1017,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83224",
      "title": "Ambulance driver",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1049,
      "live_risk_band": "low",
      "live_augmentation": 0.0569,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1375,
      "posterior_exposure_p50": 0.2341,
      "posterior_exposure_p90": 0.3308,
      "posterior_interval_width_80": 0.1933,
      "v5_structural_exposure_p10": 0.1542,
      "v5_structural_exposure": 0.2508,
      "v5_structural_exposure_p90": 0.3475,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0175,
      "v5_demand_fragility": 0.0718,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0129,
      "v5_structural_risk_p10": 0.0742,
      "v5_structural_risk": 0.1207,
      "v5_structural_risk_p90": 0.1673,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0219,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5763,
      "v5_adaptation_capacity": 0.42,
      "v5_adaptation_buffer": 0.084,
      "v5_transition_adjusted_risk": 0.1106,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0088,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0158,
      "delta_vs_live_transition": 0.0057,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6513,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5314,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6046
      },
      "realization_scalar": 0.0869,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83311",
      "title": "Bus driver",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1136,
      "live_risk_band": "low",
      "live_augmentation": 0.0158,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.118,
      "posterior_exposure_p50": 0.2245,
      "posterior_exposure_p90": 0.3311,
      "posterior_interval_width_80": 0.2131,
      "v5_structural_exposure_p10": 0.118,
      "v5_structural_exposure": 0.2245,
      "v5_structural_exposure_p90": 0.3311,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0104,
      "v5_demand_fragility": 0.359,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0646,
      "v5_structural_risk_p10": 0.0829,
      "v5_structural_risk": 0.1578,
      "v5_structural_risk_p90": 0.2327,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0104,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5312,
      "v5_adaptation_capacity": 0.3248,
      "v5_adaptation_buffer": 0.065,
      "v5_transition_adjusted_risk": 0.1475,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0154,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0442,
      "delta_vs_live_transition": 0.0339,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6268,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5026,
        "wage_preservation": 0.8191,
        "training_ease": 0.3,
        "empirical_priority": 0.5629
      },
      "realization_scalar": 0.1074,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83222",
      "title": "Chauffeur",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1045,
      "live_risk_band": "low",
      "live_augmentation": 0.0496,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1368,
      "posterior_exposure_p50": 0.2341,
      "posterior_exposure_p90": 0.3314,
      "posterior_interval_width_80": 0.1946,
      "v5_structural_exposure_p10": 0.1368,
      "v5_structural_exposure": 0.2341,
      "v5_structural_exposure_p90": 0.3314,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0228,
      "v5_demand_fragility": 0.359,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0646,
      "v5_structural_risk_p10": 0.0714,
      "v5_structural_risk": 0.1221,
      "v5_structural_risk_p90": 0.1729,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0228,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5482,
      "v5_adaptation_capacity": 0.3375,
      "v5_adaptation_buffer": 0.0675,
      "v5_transition_adjusted_risk": 0.1139,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0097,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0176,
      "delta_vs_live_transition": 0.0094,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6512,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5312,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6046
      },
      "realization_scalar": 0.0875,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83323",
      "title": "Concrete mix truck driver",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1405,
      "live_risk_band": "low",
      "live_augmentation": 0.0392,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1413,
      "posterior_exposure_p50": 0.2403,
      "posterior_exposure_p90": 0.3393,
      "posterior_interval_width_80": 0.198,
      "v5_structural_exposure_p10": 0.1561,
      "v5_structural_exposure": 0.2551,
      "v5_structural_exposure_p90": 0.3541,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0131,
      "v5_demand_fragility": 0.0718,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0129,
      "v5_structural_risk_p10": 0.0914,
      "v5_structural_risk": 0.1494,
      "v5_structural_risk_p90": 0.2074,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0164,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5785,
      "v5_adaptation_capacity": 0.4194,
      "v5_adaptation_buffer": 0.0839,
      "v5_transition_adjusted_risk": 0.1369,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0128,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0089,
      "delta_vs_live_transition": -0.0036,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.662,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5439,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6102
      },
      "realization_scalar": 0.1025,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83432",
      "title": "Crane operator (on-site)",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.055,
      "live_risk_band": "low",
      "live_augmentation": 0.0329,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1135,
      "posterior_exposure_p50": 0.2102,
      "posterior_exposure_p90": 0.3068,
      "posterior_interval_width_80": 0.1933,
      "v5_structural_exposure_p10": 0.1426,
      "v5_structural_exposure": 0.2393,
      "v5_structural_exposure_p90": 0.3359,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0099,
      "v5_demand_fragility": 0.0718,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0129,
      "v5_structural_risk_p10": 0.0565,
      "v5_structural_risk": 0.0947,
      "v5_structural_risk_p90": 0.133,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0124,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5843,
      "v5_adaptation_capacity": 0.4206,
      "v5_adaptation_buffer": 0.0841,
      "v5_transition_adjusted_risk": 0.0868,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0079,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0397,
      "delta_vs_live_transition": 0.0318,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6755,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5544,
        "wage_preservation": 0.9939,
        "training_ease": 0.3,
        "empirical_priority": 0.615
      },
      "realization_scalar": 0.0993,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83431",
      "title": "Crane/Hoist operator (excluding port)",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0511,
      "live_risk_band": "low",
      "live_augmentation": 0.0456,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1135,
      "posterior_exposure_p50": 0.2102,
      "posterior_exposure_p90": 0.3068,
      "posterior_interval_width_80": 0.1933,
      "v5_structural_exposure_p10": 0.1428,
      "v5_structural_exposure": 0.2395,
      "v5_structural_exposure_p90": 0.3361,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0138,
      "v5_demand_fragility": 0.0718,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0129,
      "v5_structural_risk_p10": 0.0526,
      "v5_structural_risk": 0.0882,
      "v5_structural_risk_p90": 0.1238,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0172,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4991,
      "v5_adaptation_capacity": 0.3874,
      "v5_adaptation_buffer": 0.0775,
      "v5_transition_adjusted_risk": 0.0814,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0074,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0371,
      "delta_vs_live_transition": 0.0303,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6197,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.4889,
        "wage_preservation": 0.6222,
        "training_ease": 0.3,
        "empirical_priority": 0.5264
      },
      "realization_scalar": 0.0997,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "81602",
      "title": "Dairy and confectionery products machine operator",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1851,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0089,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1234,
      "posterior_exposure_p50": 0.2201,
      "posterior_exposure_p90": 0.3167,
      "posterior_interval_width_80": 0.1933,
      "v5_structural_exposure_p10": 0.2532,
      "v5_structural_exposure": 0.3499,
      "v5_structural_exposure_p90": 0.4465,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3393,
      "task_mode_copilot_share": 0.3496,
      "task_mode_human_led_share": 0.311,
      "task_mode_effective_coverage": 0.0445,
      "task_mode_automation_pressure": 0.023,
      "task_mode_augmentation_upside": 0.0108,
      "task_mode_concentration": 0.5389,
      "v5_effective_augmentation": 0.0104,
      "v5_demand_fragility": 0.1948,
      "v5_reallocation_capacity": 0.5145,
      "v5_concentration_adjustment": 1.0351,
      "v5_structural_risk_p10": 0.196,
      "v5_structural_risk": 0.2709,
      "v5_structural_risk_p90": 0.3457,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0103,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5201,
      "v5_adaptation_capacity": 0.3271,
      "v5_adaptation_buffer": 0.0654,
      "v5_transition_adjusted_risk": 0.2532,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0259,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0858,
      "delta_vs_live_transition": 0.0681,
      "best_transition": {
        "to_ssoc": "81000",
        "to_title": "Stationary plant and machine supervisor/general foreman",
        "composite": 0.6587,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.4684,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5433
      },
      "realization_scalar": 0.1091,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83502",
      "title": "Deckhand (including lighterman)",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0087,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0281,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1134,
      "posterior_exposure_p50": 0.2107,
      "posterior_exposure_p90": 0.308,
      "posterior_interval_width_80": 0.1946,
      "v5_structural_exposure_p10": 0.1134,
      "v5_structural_exposure": 0.2107,
      "v5_structural_exposure_p90": 0.308,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0119,
      "v5_demand_fragility": 0.359,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0646,
      "v5_structural_risk_p10": 0.0111,
      "v5_structural_risk": 0.0207,
      "v5_structural_risk_p90": 0.0302,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0119,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5544,
      "v5_adaptation_capacity": 0.3355,
      "v5_adaptation_buffer": 0.0671,
      "v5_transition_adjusted_risk": 0.0193,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0019,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.012,
      "delta_vs_live_transition": 0.0106,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6364,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5138,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5969
      },
      "realization_scalar": 0.0991,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83212",
      "title": "Delivery man using motorised personal mobility aids/devices",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2568,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0415,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1484,
      "posterior_exposure_p50": 0.2474,
      "posterior_exposure_p90": 0.3465,
      "posterior_interval_width_80": 0.1981,
      "v5_structural_exposure_p10": 0.3211,
      "v5_structural_exposure": 0.4201,
      "v5_structural_exposure_p90": 0.5192,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.34,
      "task_mode_copilot_share": 0.3761,
      "task_mode_human_led_share": 0.2838,
      "task_mode_effective_coverage": 0.0974,
      "task_mode_automation_pressure": 0.0513,
      "task_mode_augmentation_upside": 0.0228,
      "task_mode_concentration": 0.1514,
      "v5_effective_augmentation": 0.021,
      "v5_demand_fragility": 0.0813,
      "v5_reallocation_capacity": 0.8636,
      "v5_concentration_adjustment": 1.0146,
      "v5_structural_risk_p10": 0.2068,
      "v5_structural_risk": 0.2705,
      "v5_structural_risk_p90": 0.3343,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0206,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5906,
      "v5_adaptation_capacity": 0.4108,
      "v5_adaptation_buffer": 0.0822,
      "v5_transition_adjusted_risk": 0.2483,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0204,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0137,
      "delta_vs_live_transition": -0.0085,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6969,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5848,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6284
      },
      "realization_scalar": 0.0896,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "82122",
      "title": "Electronic equipment/component assembler",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2344,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0118,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1329,
      "posterior_exposure_p50": 0.2319,
      "posterior_exposure_p90": 0.331,
      "posterior_interval_width_80": 0.1981,
      "v5_structural_exposure_p10": 0.2838,
      "v5_structural_exposure": 0.3828,
      "v5_structural_exposure_p90": 0.4819,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0692,
      "task_mode_automation_pressure": 0.0359,
      "task_mode_augmentation_upside": 0.0168,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0114,
      "v5_demand_fragility": 0.2437,
      "v5_reallocation_capacity": 0.1051,
      "v5_concentration_adjustment": 1.0439,
      "v5_structural_risk_p10": 0.2306,
      "v5_structural_risk": 0.3111,
      "v5_structural_risk_p90": 0.3916,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.01,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5269,
      "v5_adaptation_capacity": 0.2754,
      "v5_adaptation_buffer": 0.0551,
      "v5_transition_adjusted_risk": 0.2939,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0301,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0767,
      "delta_vs_live_transition": 0.0595,
      "best_transition": {
        "to_ssoc": "82000",
        "to_title": "Supervisor/General foreman of assemblers and quality checkers",
        "composite": 0.6735,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.4865,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5512
      },
      "realization_scalar": 0.1078,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83421",
      "title": "Excavating/Trench digging machine operator",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0551,
      "live_risk_band": "low",
      "live_augmentation": 0.055,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1139,
      "posterior_exposure_p50": 0.2105,
      "posterior_exposure_p90": 0.3072,
      "posterior_interval_width_80": 0.1933,
      "v5_structural_exposure_p10": 0.1446,
      "v5_structural_exposure": 0.2412,
      "v5_structural_exposure_p90": 0.3379,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0169,
      "v5_demand_fragility": 0.0718,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0129,
      "v5_structural_risk_p10": 0.0552,
      "v5_structural_risk": 0.0921,
      "v5_structural_risk_p90": 0.129,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0211,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5947,
      "v5_adaptation_capacity": 0.4273,
      "v5_adaptation_buffer": 0.0855,
      "v5_transition_adjusted_risk": 0.0842,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.008,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.037,
      "delta_vs_live_transition": 0.0291,
      "best_transition": {
        "to_ssoc": "83431",
        "to_title": "Crane/Hoist operator (excluding port)",
        "composite": 0.6416,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5194,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5995
      },
      "realization_scalar": 0.1036,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83441",
      "title": "Fork lift truck operator",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.094,
      "live_risk_band": "low",
      "live_augmentation": 0.0186,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1167,
      "posterior_exposure_p50": 0.2133,
      "posterior_exposure_p90": 0.31,
      "posterior_interval_width_80": 0.1933,
      "v5_structural_exposure_p10": 0.1489,
      "v5_structural_exposure": 0.2455,
      "v5_structural_exposure_p90": 0.3422,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0071,
      "v5_demand_fragility": 0.0718,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0129,
      "v5_structural_risk_p10": 0.094,
      "v5_structural_risk": 0.1549,
      "v5_structural_risk_p90": 0.2159,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0089,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5817,
      "v5_adaptation_capacity": 0.4185,
      "v5_adaptation_buffer": 0.0837,
      "v5_transition_adjusted_risk": 0.1419,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0138,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0609,
      "delta_vs_live_transition": 0.0479,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6881,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5691,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6225
      },
      "realization_scalar": 0.1062,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83321",
      "title": "Lorry driver",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1486,
      "live_risk_band": "low",
      "live_augmentation": 0.0335,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1407,
      "posterior_exposure_p50": 0.2403,
      "posterior_exposure_p90": 0.34,
      "posterior_interval_width_80": 0.1993,
      "v5_structural_exposure_p10": 0.1407,
      "v5_structural_exposure": 0.2403,
      "v5_structural_exposure_p90": 0.34,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0165,
      "v5_demand_fragility": 0.359,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0646,
      "v5_structural_risk_p10": 0.0903,
      "v5_structural_risk": 0.1542,
      "v5_structural_risk_p90": 0.2182,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0165,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5854,
      "v5_adaptation_capacity": 0.3509,
      "v5_adaptation_buffer": 0.0702,
      "v5_transition_adjusted_risk": 0.1434,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0143,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0056,
      "delta_vs_live_transition": -0.0052,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6644,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5467,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6115
      },
      "realization_scalar": 0.1025,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "82110",
      "title": "Mechanical equipment/component assembler",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1887,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0201,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1444,
      "posterior_exposure_p50": 0.2499,
      "posterior_exposure_p90": 0.3553,
      "posterior_interval_width_80": 0.2109,
      "v5_structural_exposure_p10": 0.1601,
      "v5_structural_exposure": 0.2657,
      "v5_structural_exposure_p90": 0.3711,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0082,
      "v5_demand_fragility": 0.2,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.036,
      "v5_structural_risk_p10": 0.1165,
      "v5_structural_risk": 0.1932,
      "v5_structural_risk_p90": 0.2698,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0102,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5209,
      "v5_adaptation_capacity": 0.3902,
      "v5_adaptation_buffer": 0.078,
      "v5_transition_adjusted_risk": 0.1781,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0179,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0045,
      "delta_vs_live_transition": -0.0106,
      "best_transition": {
        "to_ssoc": "82000",
        "to_title": "Supervisor/General foreman of assemblers and quality checkers",
        "composite": 0.6598,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.4704,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5441
      },
      "realization_scalar": 0.1067,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "82132",
      "title": "Mechanical products quality checker and tester",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.319,
      "live_risk_band": "high",
      "live_augmentation": 0.0549,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1529,
      "posterior_exposure_p50": 0.2571,
      "posterior_exposure_p90": 0.3612,
      "posterior_interval_width_80": 0.2083,
      "v5_structural_exposure_p10": 0.3757,
      "v5_structural_exposure": 0.4799,
      "v5_structural_exposure_p90": 0.584,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3444,
      "task_mode_copilot_share": 0.3599,
      "task_mode_human_led_share": 0.2958,
      "task_mode_effective_coverage": 0.2371,
      "task_mode_automation_pressure": 0.1243,
      "task_mode_augmentation_upside": 0.0562,
      "task_mode_concentration": 0.1062,
      "v5_effective_augmentation": 0.0369,
      "v5_demand_fragility": 0.2162,
      "v5_reallocation_capacity": 0.9042,
      "v5_concentration_adjustment": 1.0389,
      "v5_structural_risk_p10": 0.2515,
      "v5_structural_risk": 0.3212,
      "v5_structural_risk_p90": 0.3909,
      "v5_structural_band": "high",
      "v5_heterogeneous_augmentation": 0.0321,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5564,
      "v5_adaptation_capacity": 0.4044,
      "v5_adaptation_buffer": 0.0809,
      "v5_transition_adjusted_risk": 0.2952,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0289,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0022,
      "delta_vs_live_transition": -0.0238,
      "best_transition": {
        "to_ssoc": "82000",
        "to_title": "Supervisor/General foreman of assemblers and quality checkers",
        "composite": 0.6989,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5163,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5645
      },
      "realization_scalar": 0.1037,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "81220",
      "title": "Metal heat treating plant operator",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1151,
      "live_risk_band": "low",
      "live_augmentation": 0.0069,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1184,
      "posterior_exposure_p50": 0.2151,
      "posterior_exposure_p90": 0.3117,
      "posterior_interval_width_80": 0.1933,
      "v5_structural_exposure_p10": 0.15,
      "v5_structural_exposure": 0.2467,
      "v5_structural_exposure_p90": 0.3433,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.005,
      "v5_demand_fragility": 0.1795,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0323,
      "v5_structural_risk_p10": 0.1129,
      "v5_structural_risk": 0.1857,
      "v5_structural_risk_p90": 0.2585,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0063,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4892,
      "v5_adaptation_capacity": 0.3771,
      "v5_adaptation_buffer": 0.0754,
      "v5_transition_adjusted_risk": 0.1717,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0176,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0706,
      "delta_vs_live_transition": 0.0566,
      "best_transition": {
        "to_ssoc": "81000",
        "to_title": "Stationary plant and machine supervisor/general foreman",
        "composite": 0.6377,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.4438,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5324
      },
      "realization_scalar": 0.1097,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "81210",
      "title": "Metal melter, caster and rolling mill operator",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0913,
      "live_risk_band": "low",
      "live_augmentation": 0.0456,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1321,
      "posterior_exposure_p50": 0.2288,
      "posterior_exposure_p90": 0.3254,
      "posterior_interval_width_80": 0.1933,
      "v5_structural_exposure_p10": 0.1576,
      "v5_structural_exposure": 0.2543,
      "v5_structural_exposure_p90": 0.3509,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0134,
      "v5_demand_fragility": 0.1795,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0323,
      "v5_structural_risk_p10": 0.0715,
      "v5_structural_risk": 0.1154,
      "v5_structural_risk_p90": 0.1592,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0168,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5517,
      "v5_adaptation_capacity": 0.405,
      "v5_adaptation_buffer": 0.081,
      "v5_transition_adjusted_risk": 0.1061,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0098,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0241,
      "delta_vs_live_transition": 0.0148,
      "best_transition": {
        "to_ssoc": "81220",
        "to_title": "Metal heat treating plant operator",
        "composite": 0.6726,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.4795,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5493
      },
      "realization_scalar": 0.0988,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "81251",
      "title": "Metalworking machine setter-operator",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1198,
      "live_risk_band": "low",
      "live_augmentation": 0.0048,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1119,
      "posterior_exposure_p50": 0.2135,
      "posterior_exposure_p90": 0.315,
      "posterior_interval_width_80": 0.2031,
      "v5_structural_exposure_p10": 0.1505,
      "v5_structural_exposure": 0.2521,
      "v5_structural_exposure_p90": 0.3536,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0043,
      "v5_demand_fragility": 0.1795,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0323,
      "v5_structural_risk_p10": 0.1183,
      "v5_structural_risk": 0.1981,
      "v5_structural_risk_p90": 0.2778,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0054,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5565,
      "v5_adaptation_capacity": 0.4037,
      "v5_adaptation_buffer": 0.0807,
      "v5_transition_adjusted_risk": 0.1821,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0186,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0783,
      "delta_vs_live_transition": 0.0623,
      "best_transition": {
        "to_ssoc": "81252",
        "to_title": "Precision grinding machine setter-operator",
        "composite": 0.7012,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5092,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5633
      },
      "realization_scalar": 0.1091,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83000",
      "title": "Mobile machinery supervisor and general foreman",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1225,
      "live_risk_band": "low",
      "live_augmentation": 0.0487,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1265,
      "posterior_exposure_p50": 0.233,
      "posterior_exposure_p90": 0.3395,
      "posterior_interval_width_80": 0.213,
      "v5_structural_exposure_p10": 0.2317,
      "v5_structural_exposure": 0.3382,
      "v5_structural_exposure_p90": 0.4447,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4451,
      "task_mode_copilot_share": 0.3211,
      "task_mode_human_led_share": 0.2338,
      "task_mode_effective_coverage": 0.0304,
      "task_mode_automation_pressure": 0.0176,
      "task_mode_augmentation_upside": 0.0057,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0163,
      "v5_demand_fragility": 0.0921,
      "v5_reallocation_capacity": 0.0832,
      "v5_concentration_adjustment": 1.0166,
      "v5_structural_risk_p10": 0.1083,
      "v5_structural_risk": 0.1581,
      "v5_structural_risk_p90": 0.2079,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.019,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.569,
      "v5_adaptation_capacity": 0.2994,
      "v5_adaptation_buffer": 0.0599,
      "v5_transition_adjusted_risk": 0.1487,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0137,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0356,
      "delta_vs_live_transition": 0.0262,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6566,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5376,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6074
      },
      "realization_scalar": 0.1005,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83211",
      "title": "Motorcycle delivery man",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1543,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0345,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1428,
      "posterior_exposure_p50": 0.2418,
      "posterior_exposure_p90": 0.3409,
      "posterior_interval_width_80": 0.1981,
      "v5_structural_exposure_p10": 0.169,
      "v5_structural_exposure": 0.268,
      "v5_structural_exposure_p90": 0.3671,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0115,
      "v5_demand_fragility": 0.0718,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0129,
      "v5_structural_risk_p10": 0.1033,
      "v5_structural_risk": 0.1638,
      "v5_structural_risk_p90": 0.2244,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0144,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.566,
      "v5_adaptation_capacity": 0.4137,
      "v5_adaptation_buffer": 0.0827,
      "v5_transition_adjusted_risk": 0.1503,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0062,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0095,
      "delta_vs_live_transition": -0.004,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6661,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5487,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6124
      },
      "realization_scalar": 0.0454,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "81830",
      "title": "Packing/Bottling/Labelling machine operator",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1455,
      "live_risk_band": "low",
      "live_augmentation": 0.0125,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1198,
      "posterior_exposure_p50": 0.2164,
      "posterior_exposure_p90": 0.3131,
      "posterior_interval_width_80": 0.1933,
      "v5_structural_exposure_p10": 0.2341,
      "v5_structural_exposure": 0.3307,
      "v5_structural_exposure_p90": 0.4274,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4451,
      "task_mode_copilot_share": 0.3211,
      "task_mode_human_led_share": 0.2338,
      "task_mode_effective_coverage": 0.0304,
      "task_mode_automation_pressure": 0.0176,
      "task_mode_augmentation_upside": 0.0057,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0083,
      "v5_demand_fragility": 0.1998,
      "v5_reallocation_capacity": 0.0832,
      "v5_concentration_adjustment": 1.036,
      "v5_structural_risk_p10": 0.1757,
      "v5_structural_risk": 0.2482,
      "v5_structural_risk_p90": 0.3208,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0089,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5136,
      "v5_adaptation_capacity": 0.2656,
      "v5_adaptation_buffer": 0.0531,
      "v5_transition_adjusted_risk": 0.235,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0238,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.1027,
      "delta_vs_live_transition": 0.0895,
      "best_transition": {
        "to_ssoc": "81000",
        "to_title": "Stationary plant and machine supervisor/general foreman",
        "composite": 0.6468,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.4545,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5371
      },
      "realization_scalar": 0.1077,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83225",
      "title": "Parking valet",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1185,
      "live_risk_band": "low",
      "live_augmentation": 0.0442,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1378,
      "posterior_exposure_p50": 0.2345,
      "posterior_exposure_p90": 0.3311,
      "posterior_interval_width_80": 0.1933,
      "v5_structural_exposure_p10": 0.171,
      "v5_structural_exposure": 0.2677,
      "v5_structural_exposure_p90": 0.3643,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0138,
      "v5_demand_fragility": 0.0718,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0129,
      "v5_structural_risk_p10": 0.089,
      "v5_structural_risk": 0.1393,
      "v5_structural_risk_p90": 0.1896,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0172,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5853,
      "v5_adaptation_capacity": 0.4223,
      "v5_adaptation_buffer": 0.0845,
      "v5_transition_adjusted_risk": 0.1276,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0102,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0208,
      "delta_vs_live_transition": 0.0091,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6554,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5362,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6068
      },
      "realization_scalar": 0.0873,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83501",
      "title": "Port limit helmsman/steersman/engine driver/tugmaster",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0246,
      "live_risk_band": "very_low",
      "live_augmentation": 0.1118,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1195,
      "posterior_exposure_p50": 0.2161,
      "posterior_exposure_p90": 0.3128,
      "posterior_interval_width_80": 0.1933,
      "v5_structural_exposure_p10": 0.2902,
      "v5_structural_exposure": 0.3868,
      "v5_structural_exposure_p90": 0.4835,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3391,
      "task_mode_copilot_share": 0.3901,
      "task_mode_human_led_share": 0.2708,
      "task_mode_effective_coverage": 0.0855,
      "task_mode_automation_pressure": 0.0455,
      "task_mode_augmentation_upside": 0.0197,
      "task_mode_concentration": 0.1217,
      "v5_effective_augmentation": 0.0361,
      "v5_demand_fragility": 0.0785,
      "v5_reallocation_capacity": 0.8904,
      "v5_concentration_adjustment": 1.0141,
      "v5_structural_risk_p10": 0.0259,
      "v5_structural_risk": 0.0345,
      "v5_structural_risk_p90": 0.0432,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0402,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5617,
      "v5_adaptation_capacity": 0.4076,
      "v5_adaptation_buffer": 0.0815,
      "v5_transition_adjusted_risk": 0.0317,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0026,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0099,
      "delta_vs_live_transition": 0.0071,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6364,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5138,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5969
      },
      "realization_scalar": 0.0889,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "81252",
      "title": "Precision grinding machine setter-operator",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1747,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0055,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1145,
      "posterior_exposure_p50": 0.2161,
      "posterior_exposure_p90": 0.3177,
      "posterior_interval_width_80": 0.2032,
      "v5_structural_exposure_p10": 0.2415,
      "v5_structural_exposure": 0.3431,
      "v5_structural_exposure_p90": 0.4447,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4451,
      "task_mode_copilot_share": 0.3211,
      "task_mode_human_led_share": 0.2338,
      "task_mode_effective_coverage": 0.0382,
      "task_mode_automation_pressure": 0.0221,
      "task_mode_augmentation_upside": 0.0071,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0072,
      "v5_demand_fragility": 0.2049,
      "v5_reallocation_capacity": 0.0832,
      "v5_concentration_adjustment": 1.0369,
      "v5_structural_risk_p10": 0.199,
      "v5_structural_risk": 0.2827,
      "v5_structural_risk_p90": 0.3665,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0072,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5604,
      "v5_adaptation_capacity": 0.2875,
      "v5_adaptation_buffer": 0.0575,
      "v5_transition_adjusted_risk": 0.2665,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0273,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.108,
      "delta_vs_live_transition": 0.0918,
      "best_transition": {
        "to_ssoc": "81220",
        "to_title": "Metal heat treating plant operator",
        "composite": 0.6905,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5005,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5587
      },
      "realization_scalar": 0.1088,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "81841",
      "title": "Printing machine operator",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2835,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0231,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1716,
      "posterior_exposure_p50": 0.2712,
      "posterior_exposure_p90": 0.3709,
      "posterior_interval_width_80": 0.1993,
      "v5_structural_exposure_p10": 0.2612,
      "v5_structural_exposure": 0.3608,
      "v5_structural_exposure_p90": 0.4605,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4451,
      "task_mode_copilot_share": 0.3211,
      "task_mode_human_led_share": 0.2338,
      "task_mode_effective_coverage": 0.0304,
      "task_mode_automation_pressure": 0.0176,
      "task_mode_augmentation_upside": 0.0057,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0124,
      "v5_demand_fragility": 0.1998,
      "v5_reallocation_capacity": 0.0832,
      "v5_concentration_adjustment": 1.036,
      "v5_structural_risk_p10": 0.1965,
      "v5_structural_risk": 0.2714,
      "v5_structural_risk_p90": 0.3464,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0141,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5494,
      "v5_adaptation_capacity": 0.2845,
      "v5_adaptation_buffer": 0.0569,
      "v5_transition_adjusted_risk": 0.2559,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0261,
      "v5_impact_type": "at_risk",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0121,
      "delta_vs_live_transition": -0.0276,
      "best_transition": {
        "to_ssoc": "81000",
        "to_title": "Stationary plant and machine supervisor/general foreman",
        "composite": 0.6582,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5439,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6093
      },
      "realization_scalar": 0.1087,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "81501",
      "title": "Sewing machine operator",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1352,
      "live_risk_band": "low",
      "live_augmentation": 0.0003,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1174,
      "posterior_exposure_p50": 0.2147,
      "posterior_exposure_p90": 0.3119,
      "posterior_interval_width_80": 0.1945,
      "v5_structural_exposure_p10": 0.1615,
      "v5_structural_exposure": 0.2588,
      "v5_structural_exposure_p90": 0.356,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0032,
      "v5_demand_fragility": 0.1795,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0323,
      "v5_structural_risk_p10": 0.1359,
      "v5_structural_risk": 0.2179,
      "v5_structural_risk_p90": 0.2997,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.004,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5376,
      "v5_adaptation_capacity": 0.3957,
      "v5_adaptation_buffer": 0.0791,
      "v5_transition_adjusted_risk": 0.2006,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0215,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0827,
      "delta_vs_live_transition": 0.0654,
      "best_transition": {
        "to_ssoc": "81000",
        "to_title": "Stationary plant and machine supervisor/general foreman",
        "composite": 0.6137,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.4917,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5861
      },
      "realization_scalar": 0.1147,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "81000",
      "title": "Stationary plant and machine supervisor/general foreman",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0994,
      "live_risk_band": "low",
      "live_augmentation": 0.1427,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1448,
      "posterior_exposure_p50": 0.2514,
      "posterior_exposure_p90": 0.3579,
      "posterior_interval_width_80": 0.2131,
      "v5_structural_exposure_p10": 0.258,
      "v5_structural_exposure": 0.3646,
      "v5_structural_exposure_p90": 0.4711,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2495,
      "task_mode_copilot_share": 0.384,
      "task_mode_human_led_share": 0.3664,
      "task_mode_effective_coverage": 0.0418,
      "task_mode_automation_pressure": 0.0196,
      "task_mode_augmentation_upside": 0.0123,
      "task_mode_concentration": 0.7753,
      "v5_effective_augmentation": 0.0429,
      "v5_demand_fragility": 0.1996,
      "v5_reallocation_capacity": 0.312,
      "v5_concentration_adjustment": 1.0359,
      "v5_structural_risk_p10": 0.074,
      "v5_structural_risk": 0.1046,
      "v5_structural_risk_p90": 0.1352,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0505,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5196,
      "v5_adaptation_capacity": 0.3131,
      "v5_adaptation_buffer": 0.0626,
      "v5_transition_adjusted_risk": 0.0981,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0084,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0052,
      "delta_vs_live_transition": -0.0013,
      "best_transition": {
        "to_ssoc": "81220",
        "to_title": "Metal heat treating plant operator",
        "composite": 0.631,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.436,
        "wage_preservation": 0.9887,
        "training_ease": 0,
        "empirical_priority": 0.5271
      },
      "realization_scalar": 0.0915,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "82000",
      "title": "Supervisor/General foreman of assemblers and quality checkers",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0831,
      "live_risk_band": "low",
      "live_augmentation": 0.1135,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.142,
      "posterior_exposure_p50": 0.2486,
      "posterior_exposure_p90": 0.3551,
      "posterior_interval_width_80": 0.2131,
      "v5_structural_exposure_p10": 0.1718,
      "v5_structural_exposure": 0.2784,
      "v5_structural_exposure_p90": 0.3849,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0307,
      "v5_demand_fragility": 0.2,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.036,
      "v5_structural_risk_p10": 0.0498,
      "v5_structural_risk": 0.0808,
      "v5_structural_risk_p90": 0.1116,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0384,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.471,
      "v5_adaptation_capacity": 0.3782,
      "v5_adaptation_buffer": 0.0756,
      "v5_transition_adjusted_risk": 0.0746,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0037,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0023,
      "delta_vs_live_transition": -0.0085,
      "best_transition": {
        "to_ssoc": "83431",
        "to_title": "Crane/Hoist operator (excluding port)",
        "composite": 0.5593,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.3602,
        "wage_preservation": 0.8622,
        "training_ease": 0,
        "empirical_priority": 0.4714
      },
      "realization_scalar": 0.0529,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83322",
      "title": "Trailer-truck driver (including prime mover driver)",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1499,
      "live_risk_band": "low",
      "live_augmentation": 0.0394,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1417,
      "posterior_exposure_p50": 0.2408,
      "posterior_exposure_p90": 0.3398,
      "posterior_interval_width_80": 0.1981,
      "v5_structural_exposure_p10": 0.1744,
      "v5_structural_exposure": 0.2735,
      "v5_structural_exposure_p90": 0.3725,
      "task_mode_blend_weight": 0.4277,
      "task_mode_matched_task_weight_share": 0.9554,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0133,
      "v5_demand_fragility": 0.0718,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0129,
      "v5_structural_risk_p10": 0.1034,
      "v5_structural_risk": 0.1622,
      "v5_structural_risk_p90": 0.2209,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0166,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.575,
      "v5_adaptation_capacity": 0.418,
      "v5_adaptation_buffer": 0.0836,
      "v5_transition_adjusted_risk": 0.1486,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.007,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0123,
      "delta_vs_live_transition": -0.0013,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6648,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5472,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6117
      },
      "realization_scalar": 0.0518,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83110",
      "title": "Train operator",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0552,
      "live_risk_band": "low",
      "live_augmentation": 0.0974,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.134,
      "posterior_exposure_p50": 0.2306,
      "posterior_exposure_p90": 0.3273,
      "posterior_interval_width_80": 0.1933,
      "v5_structural_exposure_p10": 0.2478,
      "v5_structural_exposure": 0.3444,
      "v5_structural_exposure_p90": 0.4411,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.4451,
      "task_mode_copilot_share": 0.3211,
      "task_mode_human_led_share": 0.2338,
      "task_mode_effective_coverage": 0.0372,
      "task_mode_automation_pressure": 0.0215,
      "task_mode_augmentation_upside": 0.007,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0288,
      "v5_demand_fragility": 0.0966,
      "v5_reallocation_capacity": 0.0832,
      "v5_concentration_adjustment": 1.0174,
      "v5_structural_risk_p10": 0.0516,
      "v5_structural_risk": 0.0717,
      "v5_structural_risk_p90": 0.0919,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0343,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5608,
      "v5_adaptation_capacity": 0.3006,
      "v5_adaptation_buffer": 0.0601,
      "v5_transition_adjusted_risk": 0.0674,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0057,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0165,
      "delta_vs_live_transition": 0.0122,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6364,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5139,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5969
      },
      "realization_scalar": 0.0925,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83223",
      "title": "Van driver",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1073,
      "live_risk_band": "low",
      "live_augmentation": 0.0449,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.1368,
      "posterior_exposure_p50": 0.2341,
      "posterior_exposure_p90": 0.3314,
      "posterior_interval_width_80": 0.1946,
      "v5_structural_exposure_p10": 0.1368,
      "v5_structural_exposure": 0.2341,
      "v5_structural_exposure_p90": 0.3314,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0206,
      "v5_demand_fragility": 0.359,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0646,
      "v5_structural_risk_p10": 0.0733,
      "v5_structural_risk": 0.1254,
      "v5_structural_risk_p90": 0.1775,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0206,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5894,
      "v5_adaptation_capacity": 0.3544,
      "v5_adaptation_buffer": 0.0709,
      "v5_transition_adjusted_risk": 0.1165,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0099,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0181,
      "delta_vs_live_transition": 0.0092,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.652,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.5322,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.605
      },
      "realization_scalar": 0.0873,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "83324",
      "title": "Waste truck driver (including hooklift trucks with roll-on containers)",
      "major_group": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1534,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0358,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1417,
      "posterior_exposure_p50": 0.2408,
      "posterior_exposure_p90": 0.3398,
      "posterior_interval_width_80": 0.1981,
      "v5_structural_exposure_p10": 0.1777,
      "v5_structural_exposure": 0.2768,
      "v5_structural_exposure_p90": 0.3758,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0121,
      "v5_demand_fragility": 0.0718,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0129,
      "v5_structural_risk_p10": 0.1078,
      "v5_structural_risk": 0.1679,
      "v5_structural_risk_p90": 0.228,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0151,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5223,
      "v5_adaptation_capacity": 0.3962,
      "v5_adaptation_buffer": 0.0792,
      "v5_transition_adjusted_risk": 0.1546,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0146,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0145,
      "delta_vs_live_transition": 0.0012,
      "best_transition": {
        "to_ssoc": "83431",
        "to_title": "Crane/Hoist operator (excluding port)",
        "composite": 0.6611,
        "observed_transition_rate": 0.5641,
        "destination_quality": 0.4716,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5447
      },
      "realization_scalar": 0.1031,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "93333",
      "title": "Aircraft loader (e.g. airport baggage/cargo handler)",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0404,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0104,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.0564,
      "posterior_exposure_p50": 0.1836,
      "posterior_exposure_p90": 0.3108,
      "posterior_interval_width_80": 0.2544,
      "v5_structural_exposure_p10": 0.0564,
      "v5_structural_exposure": 0.1836,
      "v5_structural_exposure_p90": 0.3108,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0065,
      "v5_demand_fragility": 0.7179,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1292,
      "v5_structural_risk_p10": 0.0377,
      "v5_structural_risk": 0.1227,
      "v5_structural_risk_p90": 0.2077,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0065,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5101,
      "v5_adaptation_capacity": 0.3028,
      "v5_adaptation_buffer": 0.0606,
      "v5_transition_adjusted_risk": 0.1152,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0146,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0823,
      "delta_vs_live_transition": 0.0748,
      "best_transition": {
        "to_ssoc": "93335",
        "to_title": "Vehicle attendant",
        "composite": 0.7166,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5216,
        "wage_preservation": 0.8147,
        "training_ease": 0,
        "empirical_priority": 0.5286
      },
      "realization_scalar": 0.121,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96211",
      "title": "Bell captain",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2205,
      "live_risk_band": "moderate",
      "live_augmentation": 0.025,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.141,
      "posterior_exposure_p50": 0.2788,
      "posterior_exposure_p90": 0.4166,
      "posterior_interval_width_80": 0.2756,
      "v5_structural_exposure_p10": 0.1618,
      "v5_structural_exposure": 0.2996,
      "v5_structural_exposure_p90": 0.4374,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0114,
      "v5_demand_fragility": 0.1487,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0268,
      "v5_structural_risk_p10": 0.1132,
      "v5_structural_risk": 0.2095,
      "v5_structural_risk_p90": 0.3059,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0142,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5793,
      "v5_adaptation_capacity": 0.4163,
      "v5_adaptation_buffer": 0.0833,
      "v5_transition_adjusted_risk": 0.1921,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0216,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.011,
      "delta_vs_live_transition": -0.0284,
      "best_transition": {
        "to_ssoc": "96254",
        "to_title": "Car park attendant",
        "composite": 0.6861,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5669,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6098
      },
      "realization_scalar": 0.1212,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96212",
      "title": "Bellboy/Hotel porter",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2741,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0312,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1471,
      "posterior_exposure_p50": 0.2849,
      "posterior_exposure_p90": 0.4227,
      "posterior_interval_width_80": 0.2756,
      "v5_structural_exposure_p10": 0.2585,
      "v5_structural_exposure": 0.3963,
      "v5_structural_exposure_p90": 0.5341,
      "task_mode_blend_weight": 0.4054,
      "task_mode_matched_task_weight_share": 0.9108,
      "task_mode_delegable_share": 0.3393,
      "task_mode_copilot_share": 0.3496,
      "task_mode_human_led_share": 0.311,
      "task_mode_effective_coverage": 0.0639,
      "task_mode_automation_pressure": 0.033,
      "task_mode_augmentation_upside": 0.0156,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0194,
      "v5_demand_fragility": 0.1897,
      "v5_reallocation_capacity": 0.0991,
      "v5_concentration_adjustment": 1.0341,
      "v5_structural_risk_p10": 0.1819,
      "v5_structural_risk": 0.2789,
      "v5_structural_risk_p90": 0.3759,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0203,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5937,
      "v5_adaptation_capacity": 0.3117,
      "v5_adaptation_buffer": 0.0623,
      "v5_transition_adjusted_risk": 0.2615,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0296,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0048,
      "delta_vs_live_transition": -0.0126,
      "best_transition": {
        "to_ssoc": "96254",
        "to_title": "Car park attendant",
        "composite": 0.7022,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5858,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6182
      },
      "realization_scalar": 0.1206,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96261",
      "title": "Building caretaker/Watchman",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0913,
      "live_risk_band": "low",
      "live_augmentation": 0.0383,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0731,
      "posterior_exposure_p50": 0.2002,
      "posterior_exposure_p90": 0.3273,
      "posterior_interval_width_80": 0.2542,
      "v5_structural_exposure_p10": 0.1298,
      "v5_structural_exposure": 0.2569,
      "v5_structural_exposure_p90": 0.384,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0138,
      "v5_demand_fragility": 0.1487,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0268,
      "v5_structural_risk_p10": 0.0695,
      "v5_structural_risk": 0.1376,
      "v5_structural_risk_p90": 0.2058,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0173,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6025,
      "v5_adaptation_capacity": 0.4265,
      "v5_adaptation_buffer": 0.0853,
      "v5_transition_adjusted_risk": 0.1259,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0142,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0463,
      "delta_vs_live_transition": 0.0346,
      "best_transition": {
        "to_ssoc": "96255",
        "to_title": "Sports and recreational attendant (e.g. golf marshal, golf caddie, fun fair attendant, bowling alley attendant, swimming",
        "composite": 0.676,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.555,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6045
      },
      "realization_scalar": 0.1217,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96256",
      "title": "Bus attendant",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2104,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0248,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1269,
      "posterior_exposure_p50": 0.2661,
      "posterior_exposure_p90": 0.4054,
      "posterior_interval_width_80": 0.2785,
      "v5_structural_exposure_p10": 0.1539,
      "v5_structural_exposure": 0.2931,
      "v5_structural_exposure_p90": 0.4324,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.01,
      "v5_demand_fragility": 0.1487,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0268,
      "v5_structural_risk_p10": 0.1092,
      "v5_structural_risk": 0.2079,
      "v5_structural_risk_p90": 0.3066,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0125,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5954,
      "v5_adaptation_capacity": 0.4223,
      "v5_adaptation_buffer": 0.0845,
      "v5_transition_adjusted_risk": 0.1903,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0212,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0025,
      "delta_vs_live_transition": -0.0201,
      "best_transition": {
        "to_ssoc": "96261",
        "to_title": "Building caretaker/Watchman",
        "composite": 0.7245,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.6102,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6294
      },
      "realization_scalar": 0.12,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96254",
      "title": "Car park attendant",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1863,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0379,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1269,
      "posterior_exposure_p50": 0.2661,
      "posterior_exposure_p90": 0.4054,
      "posterior_interval_width_80": 0.2785,
      "v5_structural_exposure_p10": 0.154,
      "v5_structural_exposure": 0.2932,
      "v5_structural_exposure_p90": 0.4325,
      "task_mode_blend_weight": 0.4393,
      "task_mode_matched_task_weight_share": 0.9787,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0153,
      "v5_demand_fragility": 0.1487,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0268,
      "v5_structural_risk_p10": 0.0966,
      "v5_structural_risk": 0.184,
      "v5_structural_risk_p90": 0.2714,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0191,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5491,
      "v5_adaptation_capacity": 0.4056,
      "v5_adaptation_buffer": 0.0811,
      "v5_transition_adjusted_risk": 0.1691,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0188,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0023,
      "delta_vs_live_transition": -0.0172,
      "best_transition": {
        "to_ssoc": "96261",
        "to_title": "Building caretaker/Watchman",
        "composite": 0.6903,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5701,
        "wage_preservation": 0.8202,
        "training_ease": 0.3,
        "empirical_priority": 0.5828
      },
      "realization_scalar": 0.1199,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "93100",
      "title": "Civil engineering/Building construction labourer",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0685,
      "live_risk_band": "low",
      "live_augmentation": 0.0469,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.058,
      "posterior_exposure_p50": 0.1852,
      "posterior_exposure_p90": 0.3123,
      "posterior_interval_width_80": 0.2543,
      "v5_structural_exposure_p10": 0.168,
      "v5_structural_exposure": 0.2952,
      "v5_structural_exposure_p90": 0.4223,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3029,
      "task_mode_copilot_share": 0.4237,
      "task_mode_human_led_share": 0.2735,
      "task_mode_effective_coverage": 0.0265,
      "task_mode_automation_pressure": 0.0138,
      "task_mode_augmentation_upside": 0.0064,
      "task_mode_concentration": 0.8447,
      "v5_effective_augmentation": 0.0168,
      "v5_demand_fragility": 0.1578,
      "v5_reallocation_capacity": 0.2437,
      "v5_concentration_adjustment": 1.0284,
      "v5_structural_risk_p10": 0.0722,
      "v5_structural_risk": 0.1268,
      "v5_structural_risk_p90": 0.1814,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0194,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5387,
      "v5_adaptation_capacity": 0.3036,
      "v5_adaptation_buffer": 0.0607,
      "v5_transition_adjusted_risk": 0.1191,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0127,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0583,
      "delta_vs_live_transition": 0.0506,
      "best_transition": {
        "to_ssoc": "93336",
        "to_title": "Mover",
        "composite": 0.6666,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.4733,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5346
      },
      "realization_scalar": 0.1144,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "91000",
      "title": "Cleaning supervisor",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.046,
      "live_risk_band": "very_low",
      "live_augmentation": 0.2226,
      "live_impact_type": "ai_leveraged",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.136,
      "posterior_exposure_p50": 0.2768,
      "posterior_exposure_p90": 0.4176,
      "posterior_interval_width_80": 0.2816,
      "v5_structural_exposure_p10": 0.136,
      "v5_structural_exposure": 0.2768,
      "v5_structural_exposure_p90": 0.4176,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0892,
      "v5_demand_fragility": 0.1538,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.0277,
      "v5_structural_risk_p10": 0.0183,
      "v5_structural_risk": 0.0372,
      "v5_structural_risk_p90": 0.0561,
      "v5_structural_band": "very_low",
      "v5_heterogeneous_augmentation": 0.0892,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5134,
      "v5_adaptation_capacity": 0.3586,
      "v5_adaptation_buffer": 0.0717,
      "v5_transition_adjusted_risk": 0.0345,
      "v5_transition_adjusted_band": "very_low",
      "v5_realized_risk_proxy": 0.0035,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": -0.0088,
      "delta_vs_live_transition": -0.0115,
      "best_transition": {
        "to_ssoc": "91133",
        "to_title": "Office, commercial and industrial establishments multi-skilled cleaner cum machine operator",
        "composite": 0.6316,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5089,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5828
      },
      "realization_scalar": 0.1091,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96272",
      "title": "Concierge (hotel)",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.3147,
      "live_risk_band": "high",
      "live_augmentation": 0.2052,
      "live_impact_type": "mixed",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.2579,
      "posterior_exposure_p50": 0.385,
      "posterior_exposure_p90": 0.5121,
      "posterior_interval_width_80": 0.2542,
      "v5_structural_exposure_p10": 0.3966,
      "v5_structural_exposure": 0.5237,
      "v5_structural_exposure_p90": 0.6508,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3285,
      "task_mode_copilot_share": 0.3716,
      "task_mode_human_led_share": 0.2999,
      "task_mode_effective_coverage": 0.1474,
      "task_mode_automation_pressure": 0.0763,
      "task_mode_augmentation_upside": 0.0359,
      "task_mode_concentration": 0.3398,
      "v5_effective_augmentation": 0.0713,
      "v5_demand_fragility": 0.1807,
      "v5_reallocation_capacity": 0.6945,
      "v5_concentration_adjustment": 1.0325,
      "v5_structural_risk_p10": 0.1841,
      "v5_structural_risk": 0.243,
      "v5_structural_risk_p90": 0.302,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0801,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6327,
      "v5_adaptation_capacity": 0.4235,
      "v5_adaptation_buffer": 0.0847,
      "v5_transition_adjusted_risk": 0.2224,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0237,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": -0.0717,
      "delta_vs_live_transition": -0.0923,
      "best_transition": {
        "to_ssoc": "96254",
        "to_title": "Car park attendant",
        "composite": 0.6843,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.6408,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.6751
      },
      "realization_scalar": 0.1139,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "91153",
      "title": "Dishwasher",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1065,
      "live_risk_band": "low",
      "live_augmentation": 0.0011,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0553,
      "posterior_exposure_p50": 0.1824,
      "posterior_exposure_p90": 0.3095,
      "posterior_interval_width_80": 0.2542,
      "v5_structural_exposure_p10": 0.1225,
      "v5_structural_exposure": 0.2496,
      "v5_structural_exposure_p90": 0.3767,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0034,
      "v5_demand_fragility": 0.0308,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0055,
      "v5_structural_risk_p10": 0.097,
      "v5_structural_risk": 0.1976,
      "v5_structural_risk_p90": 0.2982,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0042,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.569,
      "v5_adaptation_capacity": 0.4134,
      "v5_adaptation_buffer": 0.0827,
      "v5_transition_adjusted_risk": 0.1813,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0205,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0911,
      "delta_vs_live_transition": 0.0748,
      "best_transition": {
        "to_ssoc": "91152",
        "to_title": "Table-top cleaner",
        "composite": 0.7376,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5469,
        "wage_preservation": 0.9917,
        "training_ease": 0,
        "empirical_priority": 0.568
      },
      "realization_scalar": 0.1249,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96262",
      "title": "Doorman",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.0665,
      "live_risk_band": "low",
      "live_augmentation": 0.0218,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.0699,
      "posterior_exposure_p50": 0.1984,
      "posterior_exposure_p90": 0.327,
      "posterior_interval_width_80": 0.2571,
      "v5_structural_exposure_p10": 0.0699,
      "v5_structural_exposure": 0.1984,
      "v5_structural_exposure_p90": 0.327,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0116,
      "v5_demand_fragility": 0.7436,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1338,
      "v5_structural_risk_p10": 0.0442,
      "v5_structural_risk": 0.1255,
      "v5_structural_risk_p90": 0.2068,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0116,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6068,
      "v5_adaptation_capacity": 0.3438,
      "v5_adaptation_buffer": 0.0688,
      "v5_transition_adjusted_risk": 0.1169,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.016,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.059,
      "delta_vs_live_transition": 0.0504,
      "best_transition": {
        "to_ssoc": "96255",
        "to_title": "Sports and recreational attendant (e.g. golf marshal, golf caddie, fun fair attendant, bowling alley attendant, swimming",
        "composite": 0.676,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.555,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6045
      },
      "realization_scalar": 0.1306,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "94103",
      "title": "Fast food preparer",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1561,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0222,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0963,
      "posterior_exposure_p50": 0.2355,
      "posterior_exposure_p90": 0.3747,
      "posterior_interval_width_80": 0.2784,
      "v5_structural_exposure_p10": 0.14,
      "v5_structural_exposure": 0.2792,
      "v5_structural_exposure_p90": 0.4184,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0105,
      "v5_demand_fragility": 0.1538,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0277,
      "v5_structural_risk_p10": 0.0935,
      "v5_structural_risk": 0.1864,
      "v5_structural_risk_p90": 0.2793,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0131,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5421,
      "v5_adaptation_capacity": 0.4009,
      "v5_adaptation_buffer": 0.0802,
      "v5_transition_adjusted_risk": 0.1715,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0195,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0303,
      "delta_vs_live_transition": 0.0154,
      "best_transition": {
        "to_ssoc": "94102",
        "to_title": "Food/Drink stall assistant",
        "composite": 0.7242,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5308,
        "wage_preservation": 0.8835,
        "training_ease": 0,
        "empirical_priority": 0.5436
      },
      "realization_scalar": 0.1221,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "91151",
      "title": "Food and beverage establishments general cleaner",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1047,
      "live_risk_band": "low",
      "live_augmentation": 0.0012,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0553,
      "posterior_exposure_p50": 0.1824,
      "posterior_exposure_p90": 0.3095,
      "posterior_interval_width_80": 0.2542,
      "v5_structural_exposure_p10": 0.1241,
      "v5_structural_exposure": 0.2512,
      "v5_structural_exposure_p90": 0.3783,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0036,
      "v5_demand_fragility": 0.0308,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0055,
      "v5_structural_risk_p10": 0.0966,
      "v5_structural_risk": 0.1954,
      "v5_structural_risk_p90": 0.2943,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0045,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5723,
      "v5_adaptation_capacity": 0.4149,
      "v5_adaptation_buffer": 0.083,
      "v5_transition_adjusted_risk": 0.1792,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0203,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0907,
      "delta_vs_live_transition": 0.0745,
      "best_transition": {
        "to_ssoc": "91152",
        "to_title": "Table-top cleaner",
        "composite": 0.7388,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5484,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.57
      },
      "realization_scalar": 0.1249,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "94102",
      "title": "Food/Drink stall assistant",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1616,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0199,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0963,
      "posterior_exposure_p50": 0.2355,
      "posterior_exposure_p90": 0.3747,
      "posterior_interval_width_80": 0.2784,
      "v5_structural_exposure_p10": 0.1413,
      "v5_structural_exposure": 0.2805,
      "v5_structural_exposure_p90": 0.4197,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0094,
      "v5_demand_fragility": 0.1538,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0277,
      "v5_structural_risk_p10": 0.0977,
      "v5_structural_risk": 0.1939,
      "v5_structural_risk_p90": 0.2902,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0118,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5642,
      "v5_adaptation_capacity": 0.4094,
      "v5_adaptation_buffer": 0.0819,
      "v5_transition_adjusted_risk": 0.178,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0202,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0323,
      "delta_vs_live_transition": 0.0164,
      "best_transition": {
        "to_ssoc": "94103",
        "to_title": "Fast food preparer",
        "composite": 0.7585,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5691,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5797
      },
      "realization_scalar": 0.1219,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96111",
      "title": "General waste collection, recycling and material recovery worker",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0932,
      "live_risk_band": "low",
      "live_augmentation": 0.0256,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0628,
      "posterior_exposure_p50": 0.1917,
      "posterior_exposure_p90": 0.3206,
      "posterior_interval_width_80": 0.2578,
      "v5_structural_exposure_p10": 0.1292,
      "v5_structural_exposure": 0.2581,
      "v5_structural_exposure_p90": 0.387,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.01,
      "v5_demand_fragility": 0.1487,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0268,
      "v5_structural_risk_p10": 0.0772,
      "v5_structural_risk": 0.1543,
      "v5_structural_risk_p90": 0.2314,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0125,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5616,
      "v5_adaptation_capacity": 0.4088,
      "v5_adaptation_buffer": 0.0818,
      "v5_transition_adjusted_risk": 0.1417,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0157,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0611,
      "delta_vs_live_transition": 0.0485,
      "best_transition": {
        "to_ssoc": "96112",
        "to_title": "Waste recycling sorter",
        "composite": 0.7636,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5742,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5821
      },
      "realization_scalar": 0.1195,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "91210",
      "title": "Hand launderer/presser (non-household)",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0852,
      "live_risk_band": "low",
      "live_augmentation": 0.0277,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0637,
      "posterior_exposure_p50": 0.1895,
      "posterior_exposure_p90": 0.3153,
      "posterior_interval_width_80": 0.2516,
      "v5_structural_exposure_p10": 0.1278,
      "v5_structural_exposure": 0.2536,
      "v5_structural_exposure_p90": 0.3794,
      "task_mode_blend_weight": 0.4265,
      "task_mode_matched_task_weight_share": 0.953,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0101,
      "v5_demand_fragility": 0.0308,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0055,
      "v5_structural_risk_p10": 0.0716,
      "v5_structural_risk": 0.142,
      "v5_structural_risk_p90": 0.2124,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0126,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5642,
      "v5_adaptation_capacity": 0.4139,
      "v5_adaptation_buffer": 0.0828,
      "v5_transition_adjusted_risk": 0.1302,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0142,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0568,
      "delta_vs_live_transition": 0.045,
      "best_transition": {
        "to_ssoc": "91000",
        "to_title": "Cleaning supervisor",
        "composite": 0.6461,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5255,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5903
      },
      "realization_scalar": 0.1207,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "93201",
      "title": "Hand packer",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1106,
      "live_risk_band": "low",
      "live_augmentation": 0.0107,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0636,
      "posterior_exposure_p50": 0.1906,
      "posterior_exposure_p90": 0.3177,
      "posterior_interval_width_80": 0.2541,
      "v5_structural_exposure_p10": 0.131,
      "v5_structural_exposure": 0.258,
      "v5_structural_exposure_p90": 0.3851,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0056,
      "v5_demand_fragility": 0.1436,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0258,
      "v5_structural_risk_p10": 0.0954,
      "v5_structural_risk": 0.1878,
      "v5_structural_risk_p90": 0.2803,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.007,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5433,
      "v5_adaptation_capacity": 0.4,
      "v5_adaptation_buffer": 0.08,
      "v5_transition_adjusted_risk": 0.1728,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0197,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0772,
      "delta_vs_live_transition": 0.0622,
      "best_transition": {
        "to_ssoc": "93336",
        "to_title": "Mover",
        "composite": 0.6736,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.4815,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5383
      },
      "realization_scalar": 0.123,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96253",
      "title": "Hospital/Clinic attendant",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2773,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0367,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.134,
      "posterior_exposure_p50": 0.2732,
      "posterior_exposure_p90": 0.4124,
      "posterior_interval_width_80": 0.2784,
      "v5_structural_exposure_p10": 0.2621,
      "v5_structural_exposure": 0.4013,
      "v5_structural_exposure_p90": 0.5405,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2642,
      "task_mode_copilot_share": 0.3173,
      "task_mode_human_led_share": 0.4185,
      "task_mode_effective_coverage": 0.0657,
      "task_mode_automation_pressure": 0.0301,
      "task_mode_augmentation_upside": 0.0202,
      "task_mode_concentration": 0.2504,
      "v5_effective_augmentation": 0.0211,
      "v5_demand_fragility": 0.159,
      "v5_reallocation_capacity": 0.7772,
      "v5_concentration_adjustment": 1.0286,
      "v5_structural_risk_p10": 0.1822,
      "v5_structural_risk": 0.2789,
      "v5_structural_risk_p90": 0.3756,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0213,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.6021,
      "v5_adaptation_capacity": 0.4019,
      "v5_adaptation_buffer": 0.0804,
      "v5_transition_adjusted_risk": 0.2565,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0285,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0016,
      "delta_vs_live_transition": -0.0208,
      "best_transition": {
        "to_ssoc": "96261",
        "to_title": "Building caretaker/Watchman",
        "composite": 0.7445,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.6338,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6398
      },
      "realization_scalar": 0.1192,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "91122",
      "title": "Hotel cleaner",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0947,
      "live_risk_band": "low",
      "live_augmentation": 0.0069,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0541,
      "posterior_exposure_p50": 0.1799,
      "posterior_exposure_p90": 0.3057,
      "posterior_interval_width_80": 0.2516,
      "v5_structural_exposure_p10": 0.1265,
      "v5_structural_exposure": 0.2523,
      "v5_structural_exposure_p90": 0.3781,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0052,
      "v5_demand_fragility": 0.0308,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0055,
      "v5_structural_risk_p10": 0.0902,
      "v5_structural_risk": 0.1799,
      "v5_structural_risk_p90": 0.2696,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0065,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5604,
      "v5_adaptation_capacity": 0.4106,
      "v5_adaptation_buffer": 0.0821,
      "v5_transition_adjusted_risk": 0.1651,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0185,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0852,
      "delta_vs_live_transition": 0.0704,
      "best_transition": {
        "to_ssoc": "91121",
        "to_title": "Housekeeping/Linen room attendant",
        "composite": 0.7396,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5485,
        "wage_preservation": 0.9658,
        "training_ease": 0,
        "empirical_priority": 0.5647
      },
      "realization_scalar": 0.1236,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "91121",
      "title": "Housekeeping/Linen room attendant",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0943,
      "live_risk_band": "low",
      "live_augmentation": 0.0071,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0541,
      "posterior_exposure_p50": 0.1799,
      "posterior_exposure_p90": 0.3057,
      "posterior_interval_width_80": 0.2516,
      "v5_structural_exposure_p10": 0.1285,
      "v5_structural_exposure": 0.2543,
      "v5_structural_exposure_p90": 0.3801,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0054,
      "v5_demand_fragility": 0.0308,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0055,
      "v5_structural_risk_p10": 0.0911,
      "v5_structural_risk": 0.1802,
      "v5_structural_risk_p90": 0.2693,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0067,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5654,
      "v5_adaptation_capacity": 0.4127,
      "v5_adaptation_buffer": 0.0825,
      "v5_transition_adjusted_risk": 0.1653,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0185,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0859,
      "delta_vs_live_transition": 0.071,
      "best_transition": {
        "to_ssoc": "91122",
        "to_title": "Hotel cleaner",
        "composite": 0.7418,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5515,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5714
      },
      "realization_scalar": 0.1235,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "94101",
      "title": "Kitchen assistant",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.1522,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0159,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.0937,
      "posterior_exposure_p50": 0.2345,
      "posterior_exposure_p90": 0.3753,
      "posterior_interval_width_80": 0.2816,
      "v5_structural_exposure_p10": 0.0937,
      "v5_structural_exposure": 0.2345,
      "v5_structural_exposure_p90": 0.3753,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0105,
      "v5_demand_fragility": 0.7692,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1385,
      "v5_structural_risk_p10": 0.0744,
      "v5_structural_risk": 0.1861,
      "v5_structural_risk_p90": 0.2979,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0105,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5674,
      "v5_adaptation_capacity": 0.3263,
      "v5_adaptation_buffer": 0.0653,
      "v5_transition_adjusted_risk": 0.174,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0122,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0339,
      "delta_vs_live_transition": 0.0218,
      "best_transition": {
        "to_ssoc": "94103",
        "to_title": "Fast food preparer",
        "composite": 0.7569,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5672,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5788
      },
      "realization_scalar": 0.0668,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96252",
      "title": "Laboratory attendant",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.196,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0341,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1271,
      "posterior_exposure_p50": 0.2664,
      "posterior_exposure_p90": 0.4056,
      "posterior_interval_width_80": 0.2785,
      "v5_structural_exposure_p10": 0.1631,
      "v5_structural_exposure": 0.3024,
      "v5_structural_exposure_p90": 0.4416,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0138,
      "v5_demand_fragility": 0.1487,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0268,
      "v5_structural_risk_p10": 0.1065,
      "v5_structural_risk": 0.1976,
      "v5_structural_risk_p90": 0.2885,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0173,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5784,
      "v5_adaptation_capacity": 0.4168,
      "v5_adaptation_buffer": 0.0834,
      "v5_transition_adjusted_risk": 0.1811,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0202,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0016,
      "delta_vs_live_transition": -0.0149,
      "best_transition": {
        "to_ssoc": "96261",
        "to_title": "Building caretaker/Watchman",
        "composite": 0.7152,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5994,
        "wage_preservation": 0.9672,
        "training_ease": 0.3,
        "empirical_priority": 0.6193
      },
      "realization_scalar": 0.1197,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "92142",
      "title": "Landscape worker",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0899,
      "live_risk_band": "low",
      "live_augmentation": 0.0148,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0563,
      "posterior_exposure_p50": 0.1821,
      "posterior_exposure_p90": 0.3079,
      "posterior_interval_width_80": 0.2516,
      "v5_structural_exposure_p10": 0.1351,
      "v5_structural_exposure": 0.2609,
      "v5_structural_exposure_p90": 0.3867,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.007,
      "v5_demand_fragility": 0.1641,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0295,
      "v5_structural_risk_p10": 0.0901,
      "v5_structural_risk": 0.1739,
      "v5_structural_risk_p90": 0.2578,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0088,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5386,
      "v5_adaptation_capacity": 0.398,
      "v5_adaptation_buffer": 0.0796,
      "v5_transition_adjusted_risk": 0.1601,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0182,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.084,
      "delta_vs_live_transition": 0.0702,
      "best_transition": {
        "to_ssoc": "92141",
        "to_title": "Tree worker/technician",
        "composite": 0.7415,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5512,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5713
      },
      "realization_scalar": 0.1222,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96291",
      "title": "Leaflet and newspaper distributor/deliverer",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.147,
      "live_risk_band": "low",
      "live_augmentation": 0.0417,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.11,
      "posterior_exposure_p50": 0.2447,
      "posterior_exposure_p90": 0.3794,
      "posterior_interval_width_80": 0.2694,
      "v5_structural_exposure_p10": 0.1622,
      "v5_structural_exposure": 0.2969,
      "v5_structural_exposure_p90": 0.4316,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0142,
      "v5_demand_fragility": 0.1487,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0268,
      "v5_structural_risk_p10": 0.0957,
      "v5_structural_risk": 0.1752,
      "v5_structural_risk_p90": 0.2546,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0177,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5755,
      "v5_adaptation_capacity": 0.4158,
      "v5_adaptation_buffer": 0.0832,
      "v5_transition_adjusted_risk": 0.1606,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0175,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0282,
      "delta_vs_live_transition": 0.0136,
      "best_transition": {
        "to_ssoc": "96261",
        "to_title": "Building caretaker/Watchman",
        "composite": 0.7355,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5471,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5689
      },
      "realization_scalar": 0.1174,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "91220",
      "title": "Motor vehicle cleaner/polisher",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1114,
      "live_risk_band": "low",
      "live_augmentation": 0.0063,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0605,
      "posterior_exposure_p50": 0.1863,
      "posterior_exposure_p90": 0.3121,
      "posterior_interval_width_80": 0.2516,
      "v5_structural_exposure_p10": 0.1408,
      "v5_structural_exposure": 0.2666,
      "v5_structural_exposure_p90": 0.3924,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0056,
      "v5_demand_fragility": 0.0308,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0055,
      "v5_structural_risk_p10": 0.1008,
      "v5_structural_risk": 0.1908,
      "v5_structural_risk_p90": 0.2808,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.007,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5603,
      "v5_adaptation_capacity": 0.4107,
      "v5_adaptation_buffer": 0.0821,
      "v5_transition_adjusted_risk": 0.1751,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0201,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0794,
      "delta_vs_live_transition": 0.0637,
      "best_transition": {
        "to_ssoc": "91000",
        "to_title": "Cleaning supervisor",
        "composite": 0.654,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5347,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.5944
      },
      "realization_scalar": 0.1264,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "93336",
      "title": "Mover",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0873,
      "live_risk_band": "low",
      "live_augmentation": 0.0266,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0607,
      "posterior_exposure_p50": 0.1865,
      "posterior_exposure_p90": 0.3122,
      "posterior_interval_width_80": 0.2515,
      "v5_structural_exposure_p10": 0.1401,
      "v5_structural_exposure": 0.2659,
      "v5_structural_exposure_p90": 0.3916,
      "task_mode_blend_weight": 0.4439,
      "task_mode_matched_task_weight_share": 0.9878,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0107,
      "v5_demand_fragility": 0.1436,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0258,
      "v5_structural_risk_p10": 0.0813,
      "v5_structural_risk": 0.1544,
      "v5_structural_risk_p90": 0.2274,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0134,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5656,
      "v5_adaptation_capacity": 0.4108,
      "v5_adaptation_buffer": 0.0822,
      "v5_transition_adjusted_risk": 0.1417,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0157,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0671,
      "delta_vs_live_transition": 0.0544,
      "best_transition": {
        "to_ssoc": "93333",
        "to_title": "Aircraft loader (e.g. airport baggage/cargo handler)",
        "composite": 0.762,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5743,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5818
      },
      "realization_scalar": 0.1196,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96293",
      "title": "Odd job person",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "submajor_fallback",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.222,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0646,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1184,
      "posterior_exposure_p50": 0.2531,
      "posterior_exposure_p90": 0.3878,
      "posterior_interval_width_80": 0.2694,
      "v5_structural_exposure_p10": 0.2894,
      "v5_structural_exposure": 0.4241,
      "v5_structural_exposure_p90": 0.5588,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.34,
      "task_mode_copilot_share": 0.3761,
      "task_mode_human_led_share": 0.2838,
      "task_mode_effective_coverage": 0.0974,
      "task_mode_automation_pressure": 0.0513,
      "task_mode_augmentation_upside": 0.0228,
      "task_mode_concentration": 0.1514,
      "v5_effective_augmentation": 0.029,
      "v5_demand_fragility": 0.1582,
      "v5_reallocation_capacity": 0.8636,
      "v5_concentration_adjustment": 1.0285,
      "v5_structural_risk_p10": 0.1701,
      "v5_structural_risk": 0.2493,
      "v5_structural_risk_p90": 0.3285,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0305,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5873,
      "v5_adaptation_capacity": 0.4095,
      "v5_adaptation_buffer": 0.0819,
      "v5_transition_adjusted_risk": 0.2289,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0247,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0273,
      "delta_vs_live_transition": 0.0069,
      "best_transition": {
        "to_ssoc": "96254",
        "to_title": "Car park attendant",
        "composite": 0.6865,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5674,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.61
      },
      "realization_scalar": 0.1159,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "91131",
      "title": "Office, commercial and industrial establishments indoor cleaner",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1369,
      "live_risk_band": "low",
      "live_augmentation": 0.0076,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0598,
      "posterior_exposure_p50": 0.1869,
      "posterior_exposure_p90": 0.314,
      "posterior_interval_width_80": 0.2542,
      "v5_structural_exposure_p10": 0.175,
      "v5_structural_exposure": 0.3021,
      "v5_structural_exposure_p90": 0.4292,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2947,
      "task_mode_copilot_share": 0.4174,
      "task_mode_human_led_share": 0.2879,
      "task_mode_effective_coverage": 0.0298,
      "task_mode_automation_pressure": 0.0153,
      "task_mode_augmentation_upside": 0.0075,
      "task_mode_concentration": 0.8119,
      "v5_effective_augmentation": 0.0077,
      "v5_demand_fragility": 0.046,
      "v5_reallocation_capacity": 0.274,
      "v5_concentration_adjustment": 1.0083,
      "v5_structural_risk_p10": 0.1323,
      "v5_structural_risk": 0.2284,
      "v5_structural_risk_p90": 0.3245,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0078,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5798,
      "v5_adaptation_capacity": 0.327,
      "v5_adaptation_buffer": 0.0654,
      "v5_transition_adjusted_risk": 0.2135,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0239,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0915,
      "delta_vs_live_transition": 0.0766,
      "best_transition": {
        "to_ssoc": "91133",
        "to_title": "Office, commercial and industrial establishments multi-skilled cleaner cum machine operator",
        "composite": 0.7656,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5767,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5832
      },
      "realization_scalar": 0.123,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "91133",
      "title": "Office, commercial and industrial establishments multi-skilled cleaner cum machine operator",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1237,
      "live_risk_band": "low",
      "live_augmentation": 0.0109,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0598,
      "posterior_exposure_p50": 0.1869,
      "posterior_exposure_p90": 0.314,
      "posterior_interval_width_80": 0.2542,
      "v5_structural_exposure_p10": 0.1751,
      "v5_structural_exposure": 0.3022,
      "v5_structural_exposure_p90": 0.4293,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2947,
      "task_mode_copilot_share": 0.4174,
      "task_mode_human_led_share": 0.2879,
      "task_mode_effective_coverage": 0.0298,
      "task_mode_automation_pressure": 0.0153,
      "task_mode_augmentation_upside": 0.0075,
      "task_mode_concentration": 0.8119,
      "v5_effective_augmentation": 0.0101,
      "v5_demand_fragility": 0.046,
      "v5_reallocation_capacity": 0.274,
      "v5_concentration_adjustment": 1.0083,
      "v5_structural_risk_p10": 0.1196,
      "v5_structural_risk": 0.2063,
      "v5_structural_risk_p90": 0.2931,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0107,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.527,
      "v5_adaptation_capacity": 0.303,
      "v5_adaptation_buffer": 0.0606,
      "v5_transition_adjusted_risk": 0.1938,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0111,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0826,
      "delta_vs_live_transition": 0.0701,
      "best_transition": {
        "to_ssoc": "91000",
        "to_title": "Cleaning supervisor",
        "composite": 0.6537,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5344,
        "wage_preservation": 0.9736,
        "training_ease": 0.3,
        "empirical_priority": 0.59
      },
      "realization_scalar": 0.0632,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "91132",
      "title": "Office, commercial and industrial establishments outdoor cleaner",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.131,
      "live_risk_band": "low",
      "live_augmentation": 0.0097,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.06,
      "posterior_exposure_p50": 0.1871,
      "posterior_exposure_p90": 0.3142,
      "posterior_interval_width_80": 0.2542,
      "v5_structural_exposure_p10": 0.1753,
      "v5_structural_exposure": 0.3024,
      "v5_structural_exposure_p90": 0.4295,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2947,
      "task_mode_copilot_share": 0.4174,
      "task_mode_human_led_share": 0.2879,
      "task_mode_effective_coverage": 0.0298,
      "task_mode_automation_pressure": 0.0153,
      "task_mode_augmentation_upside": 0.0075,
      "task_mode_concentration": 0.8119,
      "v5_effective_augmentation": 0.0092,
      "v5_demand_fragility": 0.046,
      "v5_reallocation_capacity": 0.274,
      "v5_concentration_adjustment": 1.0083,
      "v5_structural_risk_p10": 0.1249,
      "v5_structural_risk": 0.2154,
      "v5_structural_risk_p90": 0.3059,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0096,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5617,
      "v5_adaptation_capacity": 0.319,
      "v5_adaptation_buffer": 0.0638,
      "v5_transition_adjusted_risk": 0.2016,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0226,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0844,
      "delta_vs_live_transition": 0.0706,
      "best_transition": {
        "to_ssoc": "91133",
        "to_title": "Office, commercial and industrial establishments multi-skilled cleaner cum machine operator",
        "composite": 0.7638,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5747,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5823
      },
      "realization_scalar": 0.1232,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96251",
      "title": "Office/Library attendant",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2196,
      "live_risk_band": "moderate",
      "live_augmentation": 0.043,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1307,
      "posterior_exposure_p50": 0.2699,
      "posterior_exposure_p90": 0.4092,
      "posterior_interval_width_80": 0.2785,
      "v5_structural_exposure_p10": 0.222,
      "v5_structural_exposure": 0.3612,
      "v5_structural_exposure_p90": 0.5005,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.2995,
      "task_mode_copilot_share": 0.4306,
      "task_mode_human_led_share": 0.27,
      "task_mode_effective_coverage": 0.0318,
      "task_mode_automation_pressure": 0.0165,
      "task_mode_augmentation_upside": 0.0077,
      "task_mode_concentration": 0.5012,
      "v5_effective_augmentation": 0.02,
      "v5_demand_fragility": 0.1588,
      "v5_reallocation_capacity": 0.5514,
      "v5_concentration_adjustment": 1.0286,
      "v5_structural_risk_p10": 0.141,
      "v5_structural_risk": 0.2294,
      "v5_structural_risk_p90": 0.3179,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0231,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.595,
      "v5_adaptation_capacity": 0.3697,
      "v5_adaptation_buffer": 0.0739,
      "v5_transition_adjusted_risk": 0.2125,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0236,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0098,
      "delta_vs_live_transition": -0.0071,
      "best_transition": {
        "to_ssoc": "96261",
        "to_title": "Building caretaker/Watchman",
        "composite": 0.7272,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.6134,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6308
      },
      "realization_scalar": 0.1191,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96213",
      "title": "Porter (except hotel)",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.2806,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0287,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.1471,
      "posterior_exposure_p50": 0.2849,
      "posterior_exposure_p90": 0.4227,
      "posterior_interval_width_80": 0.2756,
      "v5_structural_exposure_p10": 0.2591,
      "v5_structural_exposure": 0.3969,
      "v5_structural_exposure_p90": 0.5347,
      "task_mode_blend_weight": 0.4054,
      "task_mode_matched_task_weight_share": 0.9108,
      "task_mode_delegable_share": 0.3393,
      "task_mode_copilot_share": 0.3496,
      "task_mode_human_led_share": 0.311,
      "task_mode_effective_coverage": 0.0639,
      "task_mode_automation_pressure": 0.033,
      "task_mode_augmentation_upside": 0.0156,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0182,
      "v5_demand_fragility": 0.1897,
      "v5_reallocation_capacity": 0.0991,
      "v5_concentration_adjustment": 1.0341,
      "v5_structural_risk_p10": 0.1867,
      "v5_structural_risk": 0.2859,
      "v5_structural_risk_p90": 0.3852,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0188,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5948,
      "v5_adaptation_capacity": 0.3117,
      "v5_adaptation_buffer": 0.0623,
      "v5_transition_adjusted_risk": 0.2681,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0304,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0053,
      "delta_vs_live_transition": -0.0125,
      "best_transition": {
        "to_ssoc": "96261",
        "to_title": "Building caretaker/Watchman",
        "composite": 0.7755,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5941,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5898
      },
      "realization_scalar": 0.1207,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "91161",
      "title": "Residential and open areas general cleaner",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1423,
      "live_risk_band": "low",
      "live_augmentation": 0.0129,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0602,
      "posterior_exposure_p50": 0.1873,
      "posterior_exposure_p90": 0.3144,
      "posterior_interval_width_80": 0.2542,
      "v5_structural_exposure_p10": 0.2038,
      "v5_structural_exposure": 0.3309,
      "v5_structural_exposure_p90": 0.458,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3227,
      "task_mode_copilot_share": 0.3834,
      "task_mode_human_led_share": 0.2939,
      "task_mode_effective_coverage": 0.0439,
      "task_mode_automation_pressure": 0.0227,
      "task_mode_augmentation_upside": 0.0107,
      "task_mode_concentration": 0.513,
      "v5_effective_augmentation": 0.011,
      "v5_demand_fragility": 0.0451,
      "v5_reallocation_capacity": 0.5391,
      "v5_concentration_adjustment": 1.0081,
      "v5_structural_risk_p10": 0.1445,
      "v5_structural_risk": 0.2345,
      "v5_structural_risk_p90": 0.3246,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0111,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5619,
      "v5_adaptation_capacity": 0.3541,
      "v5_adaptation_buffer": 0.0708,
      "v5_transition_adjusted_risk": 0.2179,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0243,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0922,
      "delta_vs_live_transition": 0.0756,
      "best_transition": {
        "to_ssoc": "91133",
        "to_title": "Office, commercial and industrial establishments multi-skilled cleaner cum machine operator",
        "composite": 0.7072,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5162,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5547
      },
      "realization_scalar": 0.1228,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96255",
      "title": "Sports and recreational attendant (e.g. golf marshal, golf caddie, fun fair attendant, bowling alley attendant, swimming",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.262,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0533,
      "live_impact_type": "at_risk",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.136,
      "posterior_exposure_p50": 0.2753,
      "posterior_exposure_p90": 0.4145,
      "posterior_interval_width_80": 0.2785,
      "v5_structural_exposure_p10": 0.2957,
      "v5_structural_exposure": 0.435,
      "v5_structural_exposure_p90": 0.5742,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3393,
      "task_mode_copilot_share": 0.3496,
      "task_mode_human_led_share": 0.311,
      "task_mode_effective_coverage": 0.0965,
      "task_mode_automation_pressure": 0.0499,
      "task_mode_augmentation_upside": 0.0235,
      "task_mode_concentration": 1,
      "v5_effective_augmentation": 0.0293,
      "v5_demand_fragility": 0.2106,
      "v5_reallocation_capacity": 0.0991,
      "v5_concentration_adjustment": 1.0379,
      "v5_structural_risk_p10": 0.1876,
      "v5_structural_risk": 0.2759,
      "v5_structural_risk_p90": 0.3642,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0307,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5689,
      "v5_adaptation_capacity": 0.3037,
      "v5_adaptation_buffer": 0.0607,
      "v5_transition_adjusted_risk": 0.2592,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.029,
      "v5_impact_type": "at_risk",
      "v5_profile": "retooling",
      "delta_vs_live_structural": 0.0139,
      "delta_vs_live_transition": -0.0028,
      "best_transition": {
        "to_ssoc": "96261",
        "to_title": "Building caretaker/Watchman",
        "composite": 0.719,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.6038,
        "wage_preservation": 0.8604,
        "training_ease": 0.3,
        "empirical_priority": 0.6042
      },
      "realization_scalar": 0.1187,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "91152",
      "title": "Table-top cleaner",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1121,
      "live_risk_band": "low",
      "live_augmentation": 0.0014,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.056,
      "posterior_exposure_p50": 0.1831,
      "posterior_exposure_p90": 0.3102,
      "posterior_interval_width_80": 0.2542,
      "v5_structural_exposure_p10": 0.138,
      "v5_structural_exposure": 0.2651,
      "v5_structural_exposure_p90": 0.3922,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0041,
      "v5_demand_fragility": 0.0308,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0055,
      "v5_structural_risk_p10": 0.1059,
      "v5_structural_risk": 0.2035,
      "v5_structural_risk_p90": 0.3011,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0051,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5686,
      "v5_adaptation_capacity": 0.4135,
      "v5_adaptation_buffer": 0.0827,
      "v5_transition_adjusted_risk": 0.1867,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0211,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0914,
      "delta_vs_live_transition": 0.0746,
      "best_transition": {
        "to_ssoc": "91153",
        "to_title": "Dishwasher",
        "composite": 0.7266,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5359,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5641
      },
      "realization_scalar": 0.1249,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "94104",
      "title": "Tea server/steward (excluding bartender, barista and food/drink stall assistant)",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1717,
      "live_risk_band": "moderate",
      "live_augmentation": 0.0199,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.097,
      "posterior_exposure_p50": 0.2363,
      "posterior_exposure_p90": 0.3755,
      "posterior_interval_width_80": 0.2785,
      "v5_structural_exposure_p10": 0.1551,
      "v5_structural_exposure": 0.2944,
      "v5_structural_exposure_p90": 0.4336,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0193,
      "v5_demand_fragility": 0.1538,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0277,
      "v5_structural_risk_p10": 0.1087,
      "v5_structural_risk": 0.2063,
      "v5_structural_risk_p90": 0.3039,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0241,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.4643,
      "v5_adaptation_capacity": 0.3728,
      "v5_adaptation_buffer": 0.0746,
      "v5_transition_adjusted_risk": 0.1909,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0246,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0346,
      "delta_vs_live_transition": 0.0192,
      "best_transition": {
        "to_ssoc": "51931",
        "to_title": "Undertaker",
        "composite": 0.5923,
        "observed_transition_rate": 0.1769,
        "destination_quality": 0.4743,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.4994
      },
      "realization_scalar": 0.1384,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "brynjolfsson_li_raymond_2023",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "92141",
      "title": "Tree worker/technician",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0942,
      "live_risk_band": "low",
      "live_augmentation": 0.0163,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0568,
      "posterior_exposure_p50": 0.1826,
      "posterior_exposure_p90": 0.3084,
      "posterior_interval_width_80": 0.2516,
      "v5_structural_exposure_p10": 0.1392,
      "v5_structural_exposure": 0.265,
      "v5_structural_exposure_p90": 0.3908,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0076,
      "v5_demand_fragility": 0.1641,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0295,
      "v5_structural_risk_p10": 0.0917,
      "v5_structural_risk": 0.1747,
      "v5_structural_risk_p90": 0.2576,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0095,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5333,
      "v5_adaptation_capacity": 0.3961,
      "v5_adaptation_buffer": 0.0792,
      "v5_transition_adjusted_risk": 0.1608,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0183,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0805,
      "delta_vs_live_transition": 0.0666,
      "best_transition": {
        "to_ssoc": "92142",
        "to_title": "Landscape worker",
        "composite": 0.7284,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.5364,
        "wage_preservation": 0.937,
        "training_ease": 0,
        "empirical_priority": 0.5545
      },
      "realization_scalar": 0.1222,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "93335",
      "title": "Vehicle attendant",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.0921,
      "live_risk_band": "low",
      "live_augmentation": 0.0228,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0607,
      "posterior_exposure_p50": 0.1865,
      "posterior_exposure_p90": 0.3123,
      "posterior_interval_width_80": 0.2516,
      "v5_structural_exposure_p10": 0.1425,
      "v5_structural_exposure": 0.2683,
      "v5_structural_exposure_p90": 0.3941,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3333,
      "task_mode_copilot_share": 0.3333,
      "task_mode_human_led_share": 0.3333,
      "task_mode_effective_coverage": 0,
      "task_mode_automation_pressure": 0,
      "task_mode_augmentation_upside": 0,
      "task_mode_concentration": 0,
      "v5_effective_augmentation": 0.0093,
      "v5_demand_fragility": 0.1436,
      "v5_reallocation_capacity": 1,
      "v5_concentration_adjustment": 1.0258,
      "v5_structural_risk_p10": 0.0872,
      "v5_structural_risk": 0.1641,
      "v5_structural_risk_p90": 0.2411,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0116,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.556,
      "v5_adaptation_capacity": 0.4064,
      "v5_adaptation_buffer": 0.0813,
      "v5_transition_adjusted_risk": 0.1508,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0168,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.072,
      "delta_vs_live_transition": 0.0587,
      "best_transition": {
        "to_ssoc": "93333",
        "to_title": "Aircraft loader (e.g. airport baggage/cargo handler)",
        "composite": 0.7634,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.576,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5825
      },
      "realization_scalar": 0.1198,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "93334",
      "title": "Warehouse worker",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "ensemble_fallback_v42",
      "live_structural_risk": 0.041,
      "live_risk_band": "very_low",
      "live_augmentation": 0.0098,
      "live_impact_type": "stable",
      "structural_basis": "posterior_ensemble_fallback",
      "posterior_exposure_p10": 0.0564,
      "posterior_exposure_p50": 0.1836,
      "posterior_exposure_p90": 0.3108,
      "posterior_interval_width_80": 0.2544,
      "v5_structural_exposure_p10": 0.0564,
      "v5_structural_exposure": 0.1836,
      "v5_structural_exposure_p90": 0.3108,
      "task_mode_blend_weight": 0,
      "task_mode_matched_task_weight_share": null,
      "task_mode_delegable_share": null,
      "task_mode_copilot_share": null,
      "task_mode_human_led_share": null,
      "task_mode_effective_coverage": null,
      "task_mode_automation_pressure": null,
      "task_mode_augmentation_upside": null,
      "task_mode_concentration": null,
      "v5_effective_augmentation": 0.0102,
      "v5_demand_fragility": 0.7179,
      "v5_reallocation_capacity": 0.5,
      "v5_concentration_adjustment": 1.1292,
      "v5_structural_risk_p10": 0.0383,
      "v5_structural_risk": 0.1246,
      "v5_structural_risk_p90": 0.211,
      "v5_structural_band": "low",
      "v5_heterogeneous_augmentation": 0.0102,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.52,
      "v5_adaptation_capacity": 0.3084,
      "v5_adaptation_buffer": 0.0617,
      "v5_transition_adjusted_risk": 0.1169,
      "v5_transition_adjusted_band": "low",
      "v5_realized_risk_proxy": 0.0256,
      "v5_impact_type": "stable",
      "v5_profile": "shielded",
      "delta_vs_live_structural": 0.0836,
      "delta_vs_live_transition": 0.0759,
      "best_transition": {
        "to_ssoc": "13292",
        "to_title": "Quality control/assurance manager",
        "composite": 0.5078,
        "observed_transition_rate": null,
        "destination_quality": 0.4521,
        "wage_preservation": 1,
        "training_ease": 0.6,
        "empirical_priority": 0.5883
      },
      "realization_scalar": 0.2098,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": null
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    },
    {
      "ssoc": "96112",
      "title": "Waste recycling sorter",
      "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS",
      "match_quality": "direct",
      "live_scoring_basis": "task_aware_exposure_v43",
      "live_structural_risk": 0.1219,
      "live_risk_band": "low",
      "live_augmentation": 0.0392,
      "live_impact_type": "stable",
      "structural_basis": "posterior_task_aware",
      "posterior_exposure_p10": 0.0667,
      "posterior_exposure_p50": 0.1956,
      "posterior_exposure_p90": 0.3246,
      "posterior_interval_width_80": 0.2579,
      "v5_structural_exposure_p10": 0.2006,
      "v5_structural_exposure": 0.3295,
      "v5_structural_exposure_p90": 0.4585,
      "task_mode_blend_weight": 0.45,
      "task_mode_matched_task_weight_share": 1,
      "task_mode_delegable_share": 0.3738,
      "task_mode_copilot_share": 0.3747,
      "task_mode_human_led_share": 0.2515,
      "task_mode_effective_coverage": 0.0378,
      "task_mode_automation_pressure": 0.0208,
      "task_mode_augmentation_upside": 0.0081,
      "task_mode_concentration": 0.501,
      "v5_effective_augmentation": 0.0175,
      "v5_demand_fragility": 0.161,
      "v5_reallocation_capacity": 0.5461,
      "v5_concentration_adjustment": 1.029,
      "v5_structural_risk_p10": 0.1156,
      "v5_structural_risk": 0.1898,
      "v5_structural_risk_p90": 0.2641,
      "v5_structural_band": "moderate",
      "v5_heterogeneous_augmentation": 0.0199,
      "v5_augmentation_band": "very_low",
      "v5_empirical_mobility": 0.5496,
      "v5_adaptation_capacity": 0.348,
      "v5_adaptation_buffer": 0.0696,
      "v5_transition_adjusted_risk": 0.1766,
      "v5_transition_adjusted_band": "moderate",
      "v5_realized_risk_proxy": 0.0196,
      "v5_impact_type": "stable",
      "v5_profile": "balanced",
      "delta_vs_live_structural": 0.0679,
      "delta_vs_live_transition": 0.0547,
      "best_transition": {
        "to_ssoc": "96261",
        "to_title": "Building caretaker/Watchman",
        "composite": 0.6879,
        "observed_transition_rate": 0.5053,
        "destination_quality": 0.4967,
        "wage_preservation": 1,
        "training_ease": 0,
        "empirical_priority": 0.5454
      },
      "realization_scalar": 0.1189,
      "methods": {
        "posterior": "latent_source_measurement_v1",
        "augmentation": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
        "mobility": "hybrid_transition_mobility_v2",
        "realized": "market_calibrated_realized_risk_v3",
        "task_mode": "task_mode_proxy_v5a"
      },
      "research_keys": [
        "anthropic_economic_index_2026",
        "anthropic_labor_market_impacts_2026",
        "bick_blandin_deming_2025",
        "coyle_poquiz_2025",
        "felten_raj_seamans_2018",
        "felten_raj_seamans_2021",
        "hampole_etal_2025",
        "humlum_vestergaard_2025",
        "imf_occupational_mobility_2024",
        "metr_time_horizons_2026",
        "onet_database_2024",
        "openai_gpts_are_gpts_2023",
        "pizzinelli_etal_2023"
      ]
    }
  ]
}
