Structural pressure
8%
Low RiskLikely range
2–16%
Precision grinding machine setter-operator
Plant & Machine Operators & Assemblers · SGD 3,227/mo (28% below median)
This model suggests AI is unlikely to significantly disrupt Precision grinding machine setter-operator. low exposure with limited overlap across core tasks.
Why This Score
11% of tasks overlap with current AI
5% human advantage from judgment & presence
51% demand buffer from SG labour market
AI usage 6pp 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: sensitive. 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
Precision grinding machine setter-operator 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
Metalworking machine setter-operator 71%Metal heat treating plant operator 69%Stationary plant and machine supervisor/general foreman 64%Lower Risk
Crane/Hoist operator (excluding port) 59%Excavating/Trench digging machine operator 59%Aircraft loader (e.g. airport baggage/cargo handler) 58%Metalworking machine setter-operator
easy transition · 71% match
Metal heat treating plant operator
moderate transition · 69% match
Stationary plant and machine supervisor/general foreman
moderate transition · 64% match
Metal melter, caster and rolling mill operator
moderate transition · 62% match
Dairy and confectionery products machine operator
moderate transition · 61% match
Crane/Hoist operator (excluding port)
moderate transition · 59% match
Excavating/Trench digging machine operator
moderate transition · 59% match
Bus driver
moderate transition · 58% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 81252
Anthropic: +6pp vs theory
Raw Scores
AIOE -1.052 · θ 0.576 · C-AIOE -0.916
Stability
sensitive · Optimistic 2% (Very Low) · Pessimistic 16% (Moderate)
Confidence
72% · Crosswalk 0.95 · Market 0.65 · Fresh 0.77
Wage (SGD/mo)
25th 2,740 · Median 3,227 · 75th 3,882