Structural pressure
4%
Very Low RiskLikely range
0–10%
Hotel cleaner
Cleaners, Labourers & Related Workers · SGD 2,019/mo (55% below median)
This model suggests AI is unlikely to significantly disrupt Hotel cleaner. low exposure with limited overlap across core tasks.
Why This Score
5% of tasks overlap with current AI
8% human advantage from judgment & presence
63% demand buffer from SG labour market
AI usage 10pp 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
Hotel cleaner has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.
Easier Switch
Housekeeping/Linen room attendant 73%Office, commercial and industrial establishments multi-skilled cleaner cum machine operator 69%Office, commercial and industrial establishments outdoor cleaner 67%Lower Risk
Housekeeping/Linen room attendant 73%Housekeeping/Linen room attendant
easy transition · 73% match
Office, commercial and industrial establishments multi-skilled cleaner cum machine operator
moderate transition · 69% match
Office, commercial and industrial establishments outdoor cleaner
moderate transition · 67% match
Cleaning supervisor
moderate transition · 66% match
Residential and open areas general cleaner
moderate transition · 65% match
Dishwasher
moderate transition · 65% match
Table-top cleaner
moderate transition · 64% match
Office, commercial and industrial establishments indoor cleaner
moderate transition · 64% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 91122
Anthropic: +10pp vs theory
Raw Scores
AIOE -1.458 · θ 0.597 · C-AIOE -1.241
Stability
watch · Optimistic 0% (Very Low) · Pessimistic 10% (Low)
Confidence
85% · Crosswalk 0.90 · Market 0.65 · Fresh 0.84
Wage (SGD/mo)
25th 1,800 · Median 2,019 · 75th 2,274