Automotive engineering technician

GlobalISCO 3121Mapped from 4 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: 29.0%Bottleneck: 54.9%Confidence high

Why This Score

Exposure 29%

Weighted AI task overlap from the shared ISCO-08 spine

Bottleneck 55%

Human coordination and physical presence protection

Structural pressure 13%

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

4 source occupations roll up into this canonical occupation.

31211 · 31212 · 31213 · 31214

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 100%

Signal agreement 85%

Source freshness 84%

Sensitivity 85%

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 31211