What is the AI risk score for Supervisor/General foreman (metal, machinery and related trades)?

Supervisor/General foreman (metal, machinery and related trades) has an AI displacement risk of 8%, rated Low. AI task overlap: 27%. Human advantage: 65%. Singapore demand buffer: 41%.

Low Risk

Supervisor/General foreman (metal, machinery and related trades)

Craftsmen & Related Trades Workers · SGD 7,712/mo (71% above median)

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

Stable High Confidence Higher risk than 31% 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

41% demand buffer from SG labour market

Observed AI Adoption Reduces risk

AI usage 20pp below theoretical exposure

Net Displacement Risk 8%

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

Watch

Wage Pressure

Watch

Rule-based directional forecast. Not a prediction — illustrative only.

Career Paths

Easier Switch

Industrial/Office machinery mechanic 50%Machinery mechanic 50%Welder and flame cutter 49%

Lower Risk

Supervisor/General foreman (electrical and electronic trades, excluding lift) 48%Crane/Hoist operator (excluding port) 51%Excavating/Trench digging machine operator 48%

Strong Demand

Stationary plant and machine supervisor/general foreman 50%Metal heat treating plant operator 50%Excavating/Trench digging machine operator 48%

Supervisor/General foreman of assemblers and quality checkers

moderate transition · 51% match

Crane/Hoist operator (excluding port)

moderate transition · 51% match

Industrial/Office machinery mechanic

moderate transition · 50% match

Metal heat treating plant operator

moderate transition · 50% match

Stationary plant and machine supervisor/general foreman

stretch transition · 50% match

Machinery mechanic

stretch transition · 50% match

Welder and flame cutter

stretch transition · 49% match

Tool and die maker

stretch transition · 49% match