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AI Work Index

Structural pressure

1%

Very Low Risk

Urologist

GlobalISCO 2213Mapped from 4 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: 23.2%Bottleneck: 95.5%Confidence medium

Why This Score

Exposure 23%

Weighted AI task overlap from the shared ISCO-08 spine

Bottleneck 96%

Human coordination and physical presence protection

Structural pressure 1%

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

4 source occupations roll up into this canonical occupation.

22131 · 22132 · 22135 · 22138

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 82%
Signal agreement 45%
Source freshness 80%
Sensitivity 85%

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