Train service supervisor

GlobalISCO 3157Mapped 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: 27.4%Bottleneck: 82.7%Confidence high

Why This Score

Exposure 27%

Weighted AI task overlap from the shared ISCO-08 spine

Bottleneck 83%

Human coordination and physical presence protection

Structural pressure 5%

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.

31571 · 31572 · 31574

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 82%

Signal agreement 85%

Source freshness 80%

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

Singapore view →

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

SSOC 31571

United States view →

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

SOC 53-1041