4%
Very Low RiskAutomotive mechanic
Craftsmen & Related Trades Workers · SGD 2,776/mo (38% below median)
AI is unlikely to significantly disrupt this role. low exposure — limited overlap with core tasks.
Score Breakdown
10% of tasks overlap with current AI
61% human advantage from judgment & presence
24% demand buffer from SG labour market
AI usage 5pp 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
Under Pressure
Wage Pressure
Watch
Rule-based directional forecast. Not a prediction — illustrative only.
Current trajectory continues
Displacement Pressure
Resilient
Augmentation Upside
At Risk
Demand Outlook
Under Pressure
Wage Pressure
Watch
Automotive mechanic 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
Machinery mechanic 62%Industrial/Office machinery mechanic 61%Supervisor/General foreman (metal, machinery and related trades) 59%Machinery mechanic
moderate transition · 62% match
Industrial/Office machinery mechanic
moderate transition · 61% match
Supervisor/General foreman (metal, machinery and related trades)
moderate transition · 59% match
Welder and flame cutter
moderate transition · 57% match
Metal moulder and coremaker
moderate transition · 56% match
Tool and die maker
moderate transition · 56% match
Locksmith
moderate transition · 56% match
Stationary plant and machine supervisor/general foreman
moderate transition · 55% match
Evidence
Crosswalk: direct · SSOC 72310
Anthropic: +5pp vs theory
Raw Scores
AIOE -0.955 · θ 0.688 · C-AIOE -0.725
Stability
watch · Optimistic 2% (Very Low) · Pessimistic 6% (Low)
Confidence
83% · Crosswalk 1.00 · Market 0.65 · Fresh 0.85
Wage (SGD/mo)
25th 2,160 · Median 2,776 · 75th 3,400