Structural pressure
4%
Very Low RiskLikely range
0–11%
Table-top cleaner
Cleaners, Labourers & Related Workers · SGD 1,670/mo (63% below median)
This model suggests AI is unlikely to significantly disrupt Table-top cleaner. low exposure with limited overlap across core tasks.
Why This Score
6% of tasks overlap with current AI
1% human advantage from judgment & presence
59% demand buffer from SG labour market
AI usage 12pp 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
Table-top 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
Dishwasher 73%Food and beverage establishments general cleaner 72%Office, commercial and industrial establishments multi-skilled cleaner cum machine operator 69%Lower Risk
Housekeeping/Linen room attendant 68%Hotel cleaner 68%Residential and open areas general cleaner 67%Dishwasher
easy transition · 73% match
Food and beverage establishments general cleaner
easy transition · 72% match
Office, commercial and industrial establishments multi-skilled cleaner cum machine operator
moderate transition · 69% match
Housekeeping/Linen room attendant
moderate transition · 68% match
Hotel cleaner
moderate transition · 68% match
Office, commercial and industrial establishments outdoor cleaner
moderate transition · 67% match
Residential and open areas general cleaner
moderate transition · 67% match
Office, commercial and industrial establishments indoor cleaner
moderate transition · 66% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 91152
Anthropic: +12pp vs theory
Raw Scores
AIOE -1.610 · θ 0.551 · C-AIOE -1.443
Stability
watch · Optimistic 0% (Very Low) · Pessimistic 11% (Low)
Confidence
76% · Crosswalk 0.70 · Market 0.65 · Fresh 0.80
Wage (SGD/mo)
25th 1,420 · Median 1,670 · 75th 1,840