Structural pressure
8%
Low RiskLikely range
5–12%
Stationary plant and machine supervisor/general foreman
Plant & Machine Operators & Assemblers · SGD 4,705/mo (5% above median)
This model suggests AI is more likely to enhance Stationary plant and machine supervisor/general foreman than replace it. low exposure, but strong human bottlenecks mean AI augments rather than substitutes.
Why This Score
31% of tasks overlap with current AI
65% human advantage from judgment & presence
67% demand buffer from SG labour market
AI usage 20pp below theoretical exposure
These factors combine multiplicatively — larger bars do not mean proportionally larger contributions to the final score.
Exposure × (1 − Bottleneck) × Market Modifier. 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
Stationary plant and machine supervisor/general foreman still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.
What helps
- Nearby moves and published transition support look reasonably strong.
- A meaningful share of the work can likely be reorganized around AI rather than removed outright.
Easier Switch
Metal heat treating plant operator 64%Dairy and confectionery products machine operator 57%Metalworking machine setter-operator 57%Lower Risk
Crane/Hoist operator (excluding port) 59%Excavating/Trench digging machine operator 55%Metal heat treating plant operator 64%Metal heat treating plant operator
moderate transition · 64% match
Crane/Hoist operator (excluding port)
moderate transition · 59% match
Supervisor/General foreman of assemblers and quality checkers
moderate transition · 58% match
Dairy and confectionery products machine operator
moderate transition · 57% match
Metalworking machine setter-operator
moderate transition · 57% match
Precision grinding machine setter-operator
moderate transition · 57% match
Mechanical products quality checker and tester
moderate transition · 56% match
Bus driver
moderate transition · 55% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 81000
Anthropic: -20pp vs theory
Raw Scores
AIOE -0.085 · θ 0.693 · C-AIOE -0.064
Stability
stable · Optimistic 5% (Low) · Pessimistic 12% (Low)
Confidence
79% · Crosswalk 1.00 · Market 0.65 · Fresh 0.80
Wage (SGD/mo)
25th 3,343 · Median 4,705 · 75th 7,753