Structural pressure
19%
Moderate RiskLikely range
12–25%
Mechanical equipment/component assembler
Plant & Machine Operators & Assemblers · SGD 2,084/mo (54% below median)
This model suggests AI is unlikely to significantly disrupt Mechanical equipment/component assembler. low exposure with limited overlap across core tasks.
Why This Score
28% of tasks overlap with current AI
15% human advantage from judgment & presence
55% demand buffer from SG labour market
AI usage 41pp above theoretical exposure
These factors combine multiplicatively — larger bars do not mean proportionally larger contributions to the final score.
Exposure × (1 − Bottleneck) × Market Modifier. Band stability: watch. How this works
Tasks AI can handle
Predictive maintenance scheduling, safety checklist automation, inventory management, and remote monitoring via sensors.
Where humans stay essential
Physical dexterity on job sites, real-time environmental adaptation, operating heavy equipment safely, and handling unexpected on-site conditions.
Skills to focus on
Common tools in similar work
Derived from matched O*NET technology-skill profiles.
Singapore Reality
Current Singapore signal
Labour now, industry footprint, and a directional 12-month read.
The Production & Transport Operators, Cleaners & Labourers labour market is strong. Vacancy rate is 2.8% and rose by 0.8 points from last quarter. recruitment is running above resignation (2.4% vs 1.5%). employer pressure is low.
Vacancy rate
2.8%
↑ 16.7% year-on-year
Hiring balance
2.4%
recruit vs 1.5% resign
Retrenchment
1.5 per 1,000
Low incidence
Production & Transport Operators, Cleaners & Labourers data · Q4 2025 full
Top Industries
Where this work is concentrated
Transportation & Storage
84.7K
↑ hiring
Wholesale & Retail Trade
11.5K
↓ cooling
Top 5 vacancy sector
Administrative & Support Services
3.0K
↓ cooling
Industry vacancy overlays use the latest published detailed cross-tab (2025 QQ), which can lag the main labour monitor.
12-Month Outlook
Rule-based, not a prediction
What To Do Next
Mechanical equipment/component assembler has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.
What helps
- Nearby moves and published transition support look reasonably strong.
Easier Switch
Mechanical products quality checker and tester 67%Supervisor/General foreman of assemblers and quality checkers 67%Electronic equipment/component assembler 65%Lower Risk
Crane/Hoist operator (excluding port) 62%Excavating/Trench digging machine operator 63%Mover 62%Mechanical products quality checker and tester
moderate transition · 67% match
Supervisor/General foreman of assemblers and quality checkers
moderate transition · 67% match
Electronic equipment/component assembler
moderate transition · 65% match
Excavating/Trench digging machine operator
moderate transition · 63% match
Crane/Hoist operator (excluding port)
moderate transition · 62% match
Mover
moderate transition · 62% match
Metal heat treating plant operator
moderate transition · 62% match
Stationary plant and machine supervisor/general foreman
moderate transition · 62% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 82110
Anthropic: +41pp vs theory
Raw Scores
AIOE -1.042 · θ 0.621 · C-AIOE -0.862
Stability
watch · Optimistic 12% (Low) · Pessimistic 25% (Moderate)
Confidence
67% · Crosswalk 0.63 · Market 0.65 · Fresh 0.83
Wage (SGD/mo)
25th 1,481 · Median 2,084 · 75th 3,025