Q4 2024 Quarterly Report

AI Work Index — Quarterly Snapshot

Occupations

562

Avg Net Risk

19.8%

In-Demand

SOL + Jobs in Demand

AI-Calibrated

507

Anthropic observed usage

Risk Distribution

How 562 occupations distribute across AI risk levels

Very Low

111

Low

187

Moderate

132

High

Very High

Highest Risk

1. Enumerator/Market research interviewer 77%2. Statistical clerk 77%3. Clearing and forwarding agent 74%4. Shipping agent/Boarding officer 73%5. Typist and word processing operator 70%

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Augmented

1. In-house legal counsel (except judiciary, ministries and statutory boards) 56%2. University lecturer 53%3. Management consultant 49%4. Environmental officer (public health) 47%5. Business consultant 47%

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Theory vs Practice

1. Building painter +75pp 2. Audiologist -65pp 3. Speech therapist -65pp 4. Library officer -64pp 5. Website administrator/Webmaster +60pp

Full list →

Labour Market Signals

Cluster-level vacancy and hiring data from MOM/SingStat

Professionals, Managers, Executives & Technicians

365 occupations ↑ +6.9%

Vacancy 3.1% strong

Clerical, Sales & Service Workers

88 occupations ↓ -5.7%

Vacancy 3.3% deteriorating

Production & Transport Operators, Cleaners & Labourers

109 occupations ↑ +17.6%

Vacancy 2.0% strong

Sources: MOM Singapore (wages, employment, vacancy, retrenchment), Felten AIOE 2021, Pizzinelli/IMF 2023, Anthropic Economic Index Jan 2026, SOL 2026, Jobs in Demand 2025.

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