AI Work Index

Structural pressure

47%

High Risk

Likely range

41–54%

Assessor

Associate Professionals & Technicians · SGD 5,100/mo (13% above median)

Assessor faces significant structural AI displacement pressure. high exposure with few human bottlenecks to slow adoption.

Compare
At Risk Medium Confidence
University Degree Higher risk than 89% of occupations
Pressure 47%
Market 50%
Confidence 73%
Human Moat Low
Evidence
3/4 sources Sources agree: high

Why This Score

AI Capability Overlap Increases risk

74% of tasks overlap with current AI

Human Coordination Reduces risk

23% human advantage from judgment & presence

Local Hiring Demand Reduces risk

50% demand buffer from SG labour market

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

Net Displacement Risk 47%

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

Common tools in similar work

Apple iOSMicrosoft AccessMicrosoft WindowsYardi software

Derived from matched O*NET technology-skill profiles.

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 Under Pressure
Augmentation At Risk
Demand Watch
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.

Assessor 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

  • Current demand support is thin, so offsets may take longer to show up.

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