Petrol station attendant

GlobalISCO 5249Mapped from 2 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: 45.7%Bottleneck: 6.7%Confidence low

Why This Score

Exposure 46%

Weighted AI task overlap from the shared ISCO-08 spine

Bottleneck 7%

Human coordination and physical presence protection

Structural pressure 43%

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

2 source occupations roll up into this canonical occupation.

52491 · 52492

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 10%

Signal agreement 25%

Source freshness 55%

Sensitivity 65%

Exposure sources

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

Confidence level

The score remains publishable, but should be treated as low-confidence.

Country Views

Singapore view →

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

SSOC 52492

United States view →

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

SOC 41-9099