Structural pressure
5%
Very Low RiskLikely range
2–7%
Cleaning supervisor
Cleaners, Labourers & Related Workers · SGD 2,210/mo (51% below median)
This model suggests AI is more likely to enhance Cleaning supervisor than replace it. moderate exposure, but strong human bottlenecks mean AI augments rather than substitutes.
Why This Score
35% of tasks overlap with current AI
82% human advantage from judgment & presence
75% demand buffer from SG labour market
AI usage 40pp 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
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
Cleaning supervisor has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.
What helps
- A meaningful share of the work can likely be reorganized around AI rather than removed outright.
Easier Switch
Office, commercial and industrial establishments multi-skilled cleaner cum machine operator 65%Hotel cleaner 63%Housekeeping/Linen room attendant 63%Office, commercial and industrial establishments multi-skilled cleaner cum machine operator
moderate transition · 65% match
Hotel cleaner
moderate transition · 63% match
Housekeeping/Linen room attendant
moderate transition · 63% match
Office, commercial and industrial establishments outdoor cleaner
moderate transition · 62% match
Laboratory attendant
moderate transition · 61% match
Mover
moderate transition · 61% match
Car park attendant
moderate transition · 61% match
Building caretaker/Watchman
moderate transition · 60% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 91000
Anthropic: +40pp vs theory
Raw Scores
AIOE -0.570 · θ 0.725 · C-AIOE -0.412
Stability
watch · Optimistic 2% (Very Low) · Pessimistic 7% (Low)
Confidence
69% · Crosswalk 0.89 · Market 0.65 · Fresh 0.80
Wage (SGD/mo)
25th 1,600 · Median 2,210 · 75th 2,976