Air cargo officer

GlobalISCO 3159Mapped 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: 31.8%Bottleneck: 63.4%Confidence low

Why This Score

Exposure 32%

Weighted AI task overlap from the shared ISCO-08 spine

Bottleneck 63%

Human coordination and physical presence protection

Structural pressure 12%

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.

31593 · 31594 · 31595 · 31596 · 31597

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 85%

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 31594

United States view →

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

SOC 53-6099