Structural pressure
16%
Moderate RiskLikely range
9–21%
Delivery man using motorised personal mobility aids/devices
Plant & Machine Operators & Assemblers · SGD 1,985/mo (56% below median)
This model suggests AI is unlikely to significantly disrupt Delivery man using motorised personal mobility aids/devices. low exposure with limited overlap across core tasks.
Why This Score
25% of tasks overlap with current AI
27% human advantage from judgment & presence
44% demand buffer from SG labour market
AI usage 24pp above theoretical exposure
Listed on JiD — active government demand recognition
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
Delivery man using motorised personal mobility aids/devices still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.
What helps
- Demand still persists through current labour or hiring signals.
- Nearby moves and published transition support look reasonably strong.
Motorcycle delivery man
easy transition · 72% match
Chauffeur
moderate transition · 69% match
Van driver
moderate transition · 68% match
Ambulance driver
moderate transition · 68% match
Excavating/Trench digging machine operator
moderate transition · 68% match
Crane/Hoist operator (excluding port)
moderate transition · 67% match
Parking valet
moderate transition · 67% match
Bus driver
moderate transition · 65% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 83212
Jobs in Demand: prefix match
Anthropic: +24pp vs theory
Raw Scores
AIOE -0.939 · θ 0.643 · C-AIOE -0.755
Stability
watch · Optimistic 9% (Low) · Pessimistic 21% (Moderate)
Confidence
76% · Crosswalk 0.54 · Market 0.75 · Fresh 0.84
Wage (SGD/mo)
25th 1,700 · Median 1,985 · 75th 2,000