Structural pressure
15%
Moderate RiskLikely range
8–22%
Food/Drink stall assistant
Cleaners, Labourers & Related Workers · SGD 1,638/mo (64% below median)
This model suggests AI is unlikely to significantly disrupt Food/Drink stall assistant. low exposure with limited overlap across core tasks.
Why This Score
22% of tasks overlap with current AI
13% human advantage from judgment & presence
61% demand buffer from SG labour market
AI usage 28pp 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
Public Administration & Education Services
52.2K
Administrative & Support Services
38.6K
↓ cooling
Accommodation & Food Services
38.4K
→ stable
Top 3 vacancy sector
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
Food/Drink stall assistant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.
Fast food preparer
easy transition · 75% match
Kitchen assistant
easy transition · 73% match
Mover
moderate transition · 64% match
Waste recycling sorter
moderate transition · 63% match
Cleaning supervisor
moderate transition · 63% match
Building caretaker/Watchman
moderate transition · 63% match
Aircraft loader (e.g. airport baggage/cargo handler)
moderate transition · 63% match
Vehicle attendant
moderate transition · 63% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 94102
Anthropic: +28pp vs theory
Raw Scores
AIOE -0.641 · θ 0.607 · C-AIOE -0.539
Stability
watch · Optimistic 8% (Low) · Pessimistic 22% (Moderate)
Confidence
51% · Crosswalk 0.00 · Market 0.65 · Fresh 0.80
Wage (SGD/mo)
25th 1,400 · Median 1,638 · 75th 2,056