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GlobalISCO 4419Mapped from 1 occupations

This page shows the shared structural baseline only. It is comparable across countries because it uses the canonical ISCO-08 spine and excludes country-specific wages, demand offsets, and policy effects.

Exposure: 74.9%Bottleneck: 6.4%Confidence medium

Why This Score

Exposure 75%

Weighted AI task overlap from the shared ISCO-08 spine

Bottleneck 6%

Human coordination and physical presence protection

Structural pressure 70%

exposure × (1 − bottleneck)

structural_pressure = exposure × (1 − bottleneck). Comparable exposure and bottleneck are blended on the canonical spine; local labour-market context is intentionally excluded here. How this works

Structural footprint

1 source occupations roll up into this canonical occupation.

44191

Comparable spine

The canonical ISCO-08 occupation keeps the score comparable across countries while the local layers remain separate.

Evidence Quality

Crosswalk quality 60%

Source coverage 55%

Signal agreement 45%

Source freshness 75%

Sensitivity 65%

Exposure sources

4 source families contribute to the exposure estimate for this occupation.

Confidence level

The score is usable, but the evidence is still mixed or less complete.

Country Views

Singapore view →

Open the Singapore view with wages, labour monitor, and transition pathways.

SSOC 44191

United States view →

US occupation layer with BLS wages, O*NET tasks, and employment projections.

SOC 43-9199