What is the AI risk score for Machining/Tooling technician?

Machining/Tooling technician has an AI displacement risk of 17%, rated Moderate. AI task overlap: 39%. Human advantage: 49%. Singapore demand buffer: 44%.

Structural pressure

17%

Moderate Risk

Likely range

13–21%

Machining/Tooling technician

Associate Professionals & Technicians · SGD 3,641/mo (19% below median)

This model suggests AI is unlikely to significantly disrupt Machining/Tooling technician. moderate exposure with limited overlap across core tasks.

Compare

Stable High Confidence

Polytechnic / ITE Diploma Higher risk than 60% of occupations

Pressure 17%

Market 44%

Confidence 80%

Human Moat Medium

Evidence

4/4 sources Sources diverge

Why This Score

AI Capability Overlap Increases risk

39% of tasks overlap with current AI

Human Coordination Reduces risk

49% human advantage from judgment & presence

Local Hiring Demand Reduces risk

44% demand buffer from SG labour market

Observed AI Adoption Increases risk

AI usage 25pp above theoretical exposure

These factors combine multiplicatively — larger bars do not mean proportionally larger contributions to the final score.

Net Displacement Risk 17%

Exposure × (1 − Bottleneck) × Market Modifier. Band stability: watch. How this works

Tasks AI can handle

Technical documentation, standard testing procedures, data logging, routine diagnostics, and equipment monitoring.

Where humans stay essential

Hands-on troubleshooting, interpreting non-standard test results, calibrating instruments, and bridging communication between engineers and operators.

Skills to focus on

Technical ProficiencyDiagnostic ReasoningAdaptabilityCross-Team Communication

Singapore Reality

Current Singapore signal

Labour now, industry footprint, and a directional 12-month read.

Weak market

The Professionals, Managers, Executives & Technicians labour market is weak. Vacancy rate is 3.1% and was essentially flat versus last quarter. recruitment is running above resignation (1.5% vs 0.9%). employer pressure is low.

Vacancy rate

3.1%

↓ 3.1% year-on-year

Hiring balance

1.5%

recruit vs 0.9% resign

Retrenchment

1.5 per 1,000

Low incidence

Professionals, Managers, Executives & Technicians data · Q4 2025 full

Top Industries

Where this work is concentrated

Public Administration & Education Services

73.5K

15%

Wholesale & Retail Trade

64.4K

↓ cooling

Top 5 vacancy sector

13%

Financial & Insurance Services

50.1K

↓ cooling

10%

Industry vacancy overlays use the latest published detailed cross-tab (2025 QQ), which can lag the main labour monitor.

12-Month Outlook

Rule-based, not a prediction

Stable

Displacement Resilient

Augmentation At Risk

Demand Under Pressure

Wage Pressure Watch

Methodology

What To Do Next

Offset potential: Medium Separate from the core score. This estimates how much demand, redesign room, and transition support could cushion pressure.

Machining/Tooling technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.

Demand support: Low Transition support: Medium Reallocation room: Low Switching friction: High

What could slow it down