AI Work Index

Structural pressure

15%

Moderate Risk

Likely range

11–19%

Environmental inspector (environmental public health)

Associate Professionals & Technicians · SGD 7,373/mo (64% above median)

This model suggests AI is unlikely to significantly disrupt Environmental inspector (environmental public health). moderate exposure with limited overlap across core tasks.

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Stable High Confidence
Polytechnic / ITE Diploma Higher risk than 54% of occupations
Pressure 15%
Market 61%
Confidence 80%
Human Moat Medium
Evidence
4/4 sources Sources diverge

Why This Score

AI Capability Overlap Increases risk

35% of tasks overlap with current AI

Human Coordination Reduces risk

46% human advantage from judgment & presence

Local Hiring Demand Reduces risk

61% demand buffer from SG labour market

Observed AI Adoption Increases risk

AI usage 22pp above theoretical exposure

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

Net Displacement Risk 15%

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

Tasks AI can handle

Diagnostic pattern recognition, medical literature synthesis, appointment scheduling, patient record summarization, and drug interaction checking.

Where humans stay essential

Patient examination, clinical judgment under uncertainty, empathetic communication, emergency decision-making, and informed consent processes.

Skills to focus on

Clinical ReasoningPatient CommunicationEmergency ResponseEthical Decision-Making

Common tools in similar work

Adobe Creative Cloud softwareAdobe IllustratorAdobe InDesignAdobe Photoshop

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%).

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 Watch
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.

Environmental inspector (environmental public health) 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: Medium 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