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AI Work Index

Structural pressure

37%

High Risk

Revenue specialist

GlobalISCO 2431Mapped from 5 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: 89.5%Bottleneck: 58.7%Confidence high

Why This Score

Exposure 90%

Weighted AI task overlap from the shared ISCO-08 spine

Bottleneck 59%

Human coordination and physical presence protection

Structural pressure 37%

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

5 source occupations roll up into this canonical occupation.

24311 · 24312 · 24313 · 24314 · 24315

Comparable spine

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

Evidence Quality

Crosswalk quality 84%
Source coverage 100%
Signal agreement 95%
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