Cyber risk specialist

GlobalISCO 2524Mapped 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: 83.4%Bottleneck: 29.1%Confidence medium

Why This Score

Exposure 83%

Weighted AI task overlap from the shared ISCO-08 spine

Bottleneck 29%

Human coordination and physical presence protection

Structural pressure 59%

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.

25241 · 25243 · 25245

Comparable spine

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

Evidence Quality

Crosswalk quality 96%

Source coverage 10%

Signal agreement 25%

Source freshness 55%

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

Singapore view →

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

SSOC 25241