Reports

V7 adds a task-concentration exposure buffer (Hampole et al.) and a demand-persistence proxy to the structural formula. Corrected 7 Jun 2026: the concentration term now buffers rather than amplifies exposure, matching the cited finding.

V6 introduced the two-axis structural formula with 4-source exposure ensemble, human bottleneck, and explicit demand resilience. Superseded by V7.

Archived task-weighted shadow comparison retained inside the V4.3 → V5 → V6 → V7 audit trail. It is not the current V7 headline formula.

Shadow score is published. Promotion into the headline model still depends on validation and anchor-review sign-off.

Archived roadmap for the V5 research program that preceded the current V7 two-axis release.

Preserved for auditability alongside the published sidecars and promotion trail.

Archived promotion note for the former live V5 model, preserved so the V7 release can still be compared against its immediate predecessor and retained adjunct layers.

Current validation snapshot: structural 2/2, realized 2/4. The retained V4.3 baseline and promotion-comparison artifacts remain published.

Annual wage-pool analysis for occupations under high structural AI pressure. Breakdown by sector, risk-weighted wage exposure, and methodology notes.

Based on V7 scoring, updated 2026-06-11

Initial V3 scoring results: 562 occupations scored across exposure, bottleneck, and market resilience. Key findings on paradox roles, highest-risk occupations, and theory vs practice gaps.

Archived snapshot rebuilt under the current V7 pipeline, updated 2026-06-11