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AI Work Index

Structural pressure

17%

Moderate Risk

Mechanical engineer

GlobalISCO 2144Mapped from 3 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: 62.7%Bottleneck: 73.6%Confidence high

Why This Score

Exposure 63%

Weighted AI task overlap from the shared ISCO-08 spine

Bottleneck 74%

Human coordination and physical presence protection

Structural pressure 17%

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

3 source occupations roll up into this canonical occupation.

21441 · 21442 · 21443

Comparable spine

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

Evidence Quality

Crosswalk quality 100%
Source coverage 100%
Signal agreement 45%
Source freshness 84%
Sensitivity 65%

Exposure sources

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

Confidence level

The global structural record is currently stable and well covered.

Country Views