Low Risk

Supervisor/General foreman (food processing, woodworking, garment, leather and related trades)

Craftsmen & Related Trades Workers · SGD 3,861/mo (14% below median)

AI is unlikely to significantly disrupt this role. low exposure — limited overlap with core tasks.

Stable High Confidence Higher risk than 33% of occupations

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Score Breakdown

AI Capability Overlap Increases risk

27% of tasks overlap with current AI

Human Coordination Reduces risk

65% human advantage from judgment & presence

Local Hiring Demand Reduces risk

22% demand buffer from SG labour market

Observed AI Adoption Reduces risk

AI usage 20pp below theoretical exposure

Net Displacement Risk 9%

Exposure × (1 − Bottleneck) × Market Modifier. 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

Strong

Production & Transport Operators, Cleaners & Labourers

2% ↑ 17.6% YoY

Vacancy rate · 2025 Q3

2021 2025

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.

Career Paths

Easier Switch

Underwater diver 60%

Lower Risk

Aquarium fish farm worker 54%Underwater diver 60%Supervisor/General foreman (building and related trades) 53%

Better Pay

Underwater diver 60%Crane/Hoist operator (excluding port) 56%Metal heat treating plant operator 56%

Strong Demand

Stationary plant and machine supervisor/general foreman 56%Metal heat treating plant operator 56%Excavating/Trench digging machine operator 54%

Underwater diver

moderate transition · 60% match

Crane/Hoist operator (excluding port)

moderate transition · 56% match

Metal heat treating plant operator

moderate transition · 56% match

Stationary plant and machine supervisor/general foreman

moderate transition · 56% match

Bus driver

moderate transition · 56% match

Supervisor/General foreman of assemblers and quality checkers

moderate transition · 55% match

Aquarium fish farm worker

moderate transition · 54% match

Supervisor/General foreman (electrical and electronic trades, excluding lift)

moderate transition · 54% match