Structural pressure
22%
Moderate RiskLikely range
15–28%
Bus attendant
Cleaners, Labourers & Related Workers · SGD 1,400/mo (69% below median)
This model suggests AI is unlikely to significantly disrupt Bus attendant. low exposure with limited overlap across core tasks.
Why This Score
32% of tasks overlap with current AI
16% human advantage from judgment & presence
52% demand buffer from SG labour market
AI usage 34pp above 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
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
Bus attendant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.
Laboratory attendant
easy transition · 78% match
Car park attendant
easy transition · 78% match
Office/Library attendant
easy transition · 77% match
Sports and recreational attendant (e.g. golf marshal, golf caddie, fun fair attendant, bowling alley attendant, swimming
easy transition · 76% match
Building caretaker/Watchman
easy transition · 75% match
Hospital/Clinic attendant
easy transition · 75% match
Doorman
easy transition · 73% match
Waste recycling sorter
easy transition · 71% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 96256
Anthropic: +34pp vs theory
Raw Scores
AIOE -0.525 · θ 0.623 · C-AIOE -0.432
Stability
stable · Optimistic 15% (Moderate) · Pessimistic 28% (Moderate)
Confidence
79% · Crosswalk 1.00 · Market 0.65 · Fresh 0.80
Wage (SGD/mo)
25th 1,400 · Median 1,400 · 75th 1,600