3%
Very Low RiskMover
Cleaners, Labourers & Related Workers · SGD 2,223/mo (51% below median)
AI is unlikely to significantly disrupt this role. low exposure — limited overlap with core tasks.
Score Breakdown
5% of tasks overlap with current AI
22% human advantage from judgment & presence
78% demand buffer from SG labour market
AI usage 13pp above theoretical exposure
Exposure × (1 − Bottleneck) × Market Modifier. Band stability: watch. How this works
What AI Changes
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.
This role balances structured execution. AI can augment the more structured tasks, while the overall task structure anchors the human contribution.
Skills to focus on
Hands-On Expertise
Physical skills, spatial awareness, and motor coordination that no software can replicate
On-Site Problem Solving
Diagnosing and fixing issues in unpredictable real-world environments
Safety Protocols
Preventing accidents through situational awareness, training, and strict procedural discipline
Equipment Proficiency
Operating, maintaining, and troubleshooting specialized tools and machinery
Market Context
Labour Market
StrongProduction & Transport Operators, Cleaners & Labourers
Vacancy rate · 2025 Q3
Hiring
Recruitment exceeds resignation
2.1% recruit · 1.3% resign
Retrenchment
0.3 per 1,000 employees
Low
Re-employment
82.6% within 12 months
67.6% within 6 months
Cluster-level data, not occupation-specific · Source: Labour Market Report Q3 2025, MRSD, MOM
Outlook
12-Month Direction (Base Case)
Stable
Displacement Pressure
Resilient
Augmentation Upside
At Risk
Demand Outlook
Resilient
Wage Pressure
Resilient
Rule-based directional forecast. Not a prediction — illustrative only.
Current trajectory continues
Displacement Pressure
Resilient
Augmentation Upside
At Risk
Demand Outlook
Resilient
Wage Pressure
Resilient
Mover appears resilient under this scenario. Strong human bottlenecks and/or market demand provide substantial buffer against AI displacement.
Scenarios are illustrative, not predictive. They show how the outlook would shift under different assumptions.
Career Paths
Aircraft loader (e.g. airport baggage/cargo handler)
easy transition · 76% match
Vehicle attendant
easy transition · 75% match
Laboratory attendant
moderate transition · 61% match
Car park attendant
moderate transition · 61% match
Building caretaker/Watchman
moderate transition · 60% match
Cleaning supervisor
moderate transition · 60% match
Waste recycling sorter
moderate transition · 60% match
Sports and recreational attendant (e.g. golf marshal, golf caddie, fun fair attendant, bowling alley attendant, swimming
moderate transition · 60% match
Evidence
Crosswalk: direct · SSOC 93336
Anthropic: +13pp vs theory
Raw Scores
AIOE -1.709 · θ 0.637 · C-AIOE -1.385
Stability
watch · Optimistic 0% (Very Low) · Pessimistic 6% (Low)
Confidence
83% · Crosswalk 1.00 · Market 0.65 · Fresh 0.85
Wage (SGD/mo)
25th 1,700 · Median 2,223 · 75th 3,500