Structural pressure
21%
Moderate RiskLikely range
14–27%
Hospital/Clinic attendant
Cleaners, Labourers & Related Workers · SGD 2,459/mo (45% below median)
This model suggests AI is unlikely to significantly disrupt Hospital/Clinic 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
66% 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. 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
Hospital/Clinic attendant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.
Easier Switch
Laboratory attendant 78%Car park attendant 77%Sports and recreational attendant (e.g. golf marshal, golf caddie, fun fair attendant, bowling alley attendant, swimming 76%Lower Risk
Aircraft loader (e.g. airport baggage/cargo handler) 64%Waste recycling sorter 69%Building caretaker/Watchman 75%Laboratory attendant
easy transition · 78% match
Car park 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
Office/Library attendant
easy transition · 74% match
Doorman
easy transition · 72% match
Waste recycling sorter
moderate transition · 69% match
Concierge (hotel)
moderate transition · 69% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 96253
Anthropic: +34pp vs theory
Raw Scores
AIOE -0.525 · θ 0.623 · C-AIOE -0.432
Stability
watch · Optimistic 14% (Low) · Pessimistic 27% (Moderate)
Confidence
76% · Crosswalk 1.00 · Market 0.65 · Fresh 0.80
Wage (SGD/mo)
25th 2,138 · Median 2,459 · 75th 2,817