6%
Low RiskBus driver
Plant & Machine Operators & Assemblers · SGD 3,782/mo (16% below median)
AI is unlikely to significantly disrupt this role. low exposure — limited overlap with core tasks.
Score Breakdown
8% of tasks overlap with current AI
14% human advantage from judgment & presence
66% demand buffer from SG labour market
AI usage 7pp 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
Bus driver 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
Easier Switch
Waste truck driver (including hooklift trucks with roll-on containers) 65%Crane/Hoist operator (excluding port) 64%Trailer-truck driver (including prime mover driver) 63%Lower Risk
Crane/Hoist operator (excluding port) 64%Airport mobile equipment operator 60%Crane operator (on-site) 59%Waste truck driver (including hooklift trucks with roll-on containers)
moderate transition · 65% match
Crane/Hoist operator (excluding port)
moderate transition · 64% match
Trailer-truck driver (including prime mover driver)
moderate transition · 63% match
Concrete mix truck driver
moderate transition · 63% match
Excavating/Trench digging machine operator
moderate transition · 62% match
Airport mobile equipment operator
moderate transition · 60% match
Lorry driver
moderate transition · 59% match
Chauffeur
moderate transition · 59% match
Evidence
Crosswalk: direct · SSOC 83311
Anthropic: +7pp vs theory
Raw Scores
AIOE -1.135 · θ 0.616 · C-AIOE -0.944
Stability
watch · Optimistic 2% (Very Low) · Pessimistic 10% (Low)
Confidence
82% · Crosswalk 0.95 · Market 0.65 · Fresh 0.85
Wage (SGD/mo)
25th 2,289 · Median 3,782 · 75th 5,137