AI Work Index

Structural pressure

1%

Very Low Risk

Likely range

0–2%

Urologist

Professionals · SGD 6,729/mo (50% above median)

This model suggests AI is unlikely to significantly disrupt Urologist. low exposure with limited overlap across core tasks.

Compare
Stable Medium Confidence
Graduate Degree Higher risk than 3% of occupations
Pressure 1%
Market 52%
Confidence 69%
Human Moat High
Evidence
3/4 sources Sources diverge

Why This Score

AI Capability Overlap Increases risk

23% of tasks overlap with current AI

Human Coordination Reduces risk

96% human advantage from judgment & presence

Local Hiring Demand Reduces risk

52% demand buffer from SG labour market

Observed AI Adoption Reduces risk

AI usage 35pp below theoretical exposure

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

Net Displacement Risk 1%

Exposure × (1 − Bottleneck) × Market Modifier. 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

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

111.0K

18%

Financial & Insurance Services

97.0K

↓ cooling

16%

Professional Services

80.1K

→ stable

Top 4 vacancy sector

13%

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 Resilient

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.

Urologist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.

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

What could slow it down

  • Current demand support is thin, so offsets may take longer to show up.
  • Credential or licensing barriers could make switching harder than the adjacent-role list suggests.

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