Skip to content
AI Work Index

Archived methodology

This page documents an earlier release. Its formulas, thresholds, labels, and findings are preserved for auditability but are not the current V8 public meanings. See the current methodology.

Q4 2024 Quarterly Report

AI Work Index — Quarterly Snapshot

This is an archived report surface for Q4 2024. It is rendered with the current V7 methodology and source registry, so later sources and labels may appear below. Read it as a historical snapshot rebuilt under the current pipeline, not as a period-authentic 2024 publication.

Occupations

562

Avg Net Risk

50.0%

In-Demand

80

SOL + Jobs in Demand

AI-Calibrated

507

Anthropic observed usage

Risk Distribution

How 562 occupations distribute across AI risk levels

Very Low
111
Low
111
Moderate
112
High
111
Very High
117

Labour Market Signals

Cluster-level vacancy and hiring data from MOM/SingStat

Professionals, Managers, Executives & Technicians

365 occupations ↓ -2.9%
Vacancy 3.4% weak
43 vacancies ↓ -5.1%

Clerical, Sales & Service Workers

88 occupations ↓ -20.0%
Vacancy 3.2% deteriorating
14.9 vacancies ↓ -20.3%

Production & Transport Operators, Cleaners & Labourers

109 occupations ↓ -4.2%
Vacancy 2.3% strong
17.2 vacancies ↓ -6.0%

Sources: MOM Singapore (wages, employment, vacancy, retrenchment), O*NET, Felten AIOE 2021, Pizzinelli/IMF 2023, Anthropic Economic Index Jan 2026, Eloundou GPT exposure, ILO occupational exposure, SOL 2026, Jobs in Demand 2025.

Rendered with the current V7 structural baseline. All scores remain deterministic and reproducible. Methodology · Download data