AI Work Index

Structural pressure

37%

High Risk

Likely range

29–45%

Pre-press trades worker

Craftsmen & Related Trades Workers · SGD 3,568/mo (21% below median)

Pre-press trades worker faces significant structural AI displacement pressure. moderate exposure with few human bottlenecks to slow adoption.

Compare
At Risk Medium Confidence
Polytechnic / ITE Diploma Higher risk than 80% of occupations
Pressure 37%
Market 23%
Confidence 51%
Human Moat Low
Evidence
4/4 sources Sources diverge Contested

Why This Score

AI Capability Overlap Increases risk

45% of tasks overlap with current AI

Human Coordination Reduces risk

12% human advantage from judgment & presence

Local Hiring Demand Reduces risk

23% demand buffer from SG labour market

Observed AI Adoption Increases risk

AI usage 20pp above theoretical exposure

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

Net Displacement Risk 37%

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

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.

Skills to focus on

Hands-On ExpertiseOn-Site Problem SolvingSafety ProtocolsEquipment Proficiency

Singapore Reality

Current Singapore signal

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

Strong market

The Production & Transport Operators, Cleaners & Labourers labour market is strong. Vacancy rate is 2.8% and rose by 0.8 points from last quarter. recruitment is running above resignation (2.4% vs 1.5%). employer pressure is low.

Vacancy rate

2.8%

↑ 16.7% year-on-year

Hiring balance

2.4%

recruit vs 1.5% resign

Retrenchment

1.5 per 1,000

Low incidence

Production & Transport Operators, Cleaners & Labourers data · Q4 2025 full

Top Industries

Where this work is concentrated

Wholesale & Retail Trade

9.0K

↓ cooling

Top 5 vacancy sector

17%

Other Community, Social & Personal Services

3.6K

7%

Administrative & Support Services

2.8K

↓ cooling

5%

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 Watch
Augmentation At Risk
Demand Under Pressure
Wage Pressure Under Pressure

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.

Pre-press trades worker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.

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

What helps

  • Nearby moves and published transition support look reasonably strong.

See how this compares to similar occupations

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Structural AI exposure scores, not employment predictions. Methodology

V4.1 structural score · 2024 wages · Q4 2025 full live monitor · 562 occupations · 88 roles

Latest official labour release: MOM Labour Market Report Q4 2025 (2026-03-20)

Made by Kirill So · Built with Claude & GPT
MIT Licensed · Open Source · Structural release V4.1 · Updated 2026-03-20