AI Work Index

Reports

Latest published context as of 2026-03-20: the latest official labour release is MOM Labour Market Report Q4 2025, and the current site monitor now uses Q4 2025 full. The latest macro snapshot is 2025 4Q unemployment, and the latest official national AI-adoption survey is IMDA's 2024 data. Taken together, they show a labour market that remains fairly tight (2.9% resident unemployment) while AI usage is already mainstream (74% of workers reported using AI at work).

The live labour monitor now uses the full MOM Labour Market Report Q4 2025, including explicit Q3-to-Q4 deltas for vacancy, hiring, retrenchment and re-entry signals.

AI Adoption · 2024 Data

62.5%

latest observed non-SME AI adoption

Workers · 2024 Data

73.8%

reported using AI at work

Labour Backdrop · 2025 4Q

2.9%

resident unemployment rate

NAIIP · 2026

100K

workers targeted to become AI-bilingual

Hiring Now Monitor

Multi-source Singapore postings signal, kept separate from the structural score.

Monitor

Postings · 30D

380

live hiring volume

Top Skills

Python · Go · Java

most common visible requirements

AI / Tools

tableau · power bi · chatgpt

monitor artifact as of 20 Mar 2026

Employer Pressure Monitor

Curated restructuring / cost-discipline signals from official filings and credible reporting, mapped to broad work archetypes.

Pressure

Curated Signals

11

tracked signal entries in monitor

Highest Pressure

general_professional · operations_logistics

high signal tier

Latest Signal

6 Oct 2025

most recent tracked employer-pressure signal

Quarterly Movers

Frozen snapshot deltas between occupations-v3-2026-03.json and occupations-v4-2026-03.json.

Open ranking →

Band Movers

90

occupations changed risk band

Top Risers

Data entry clerk · Proofreading clerk

largest increases in structural pressure

Top Fallers

Employment agent/Labour contractor · Teacher aide

largest decreases in structural pressure

What changed

  • 90 occupations changed risk band between occupations-v3-2026-03.json and occupations-v4-2026-03.json.
  • Production & Transport Operators, Cleaners & Labourers saw the strongest vacancy pickup while Clerical, Sales & Service Workers saw the sharpest vacancy cooling in the live labour monitor.
  • Top structural riser: Data entry clerk. Top structural faller: Employment agent/Labour contractor.

Why it matters

  • Clerical, Sales & Service Workers now reads as deteriorating, which means structural pressure is landing on a weaker live labour backdrop for that family of work.
  • Production & Transport Operators, Cleaners & Labourers still reads as strong, so not every high-exposure occupation faces the same near-term labour conditions.

What to watch

  • Watch whether rising retrenchment counts persist into the next quarter rather than treating one quarter as a trend.
  • Watch whether official demand lists change meaningfully in the next release cycle.
  • Read snapshot movers together with the live monitor, not as standalone proof of labour-market deterioration.

Latest Briefing

MOM Labour Market Report Q4 2025 New official release

MOM has now published the full Q4 2025 labour-market report, and the live monitor already runs on that full vintage for vacancy, recruitment/resignation, retrenchment, re-entry, and hiring-expectation context across the site.

Structural score V4.1
Live monitor Q4 2025 full
Latest official labour release Q4 2025 full report

Source: MOM Labour Market Report Q4 2025, MOM

Reports & Analysis

Wage Exposure Analysis Report

Annual wage-pool analysis for occupations under high structural AI pressure. Breakdown by sector, risk-weighted wage exposure, and methodology notes.

Based on V4.1 scoring, March 2026

Q4 2024 Scoring Report

Initial V3 scoring results: 562 occupations scored across exposure, bottleneck, and market resilience. Key findings on paradox roles, highest-risk occupations, and theory vs practice gaps.

Published March 2026

Release History Governance

V4.1 structural release

Published 2026-03-20 · V4.1 · monitor Q4 2025 full

Open →
  • Canonical structural score dataset and schema release.
  • Release manifest and claims matrix regenerated for this version.

MOM Labour Market Report Q4 2025

Published 2026-03-20 · V4.1 · monitor Q4 2025 full

Open →
  • Fresh official labour report published by MOM.
  • Live labour monitor refreshed to the Q4 2025 full vintage.

2026 Q1 quarterly briefing

Published 2026-03-20 · V4.1 · monitor Q4 2025 full

Open →
  • Quarterly movers and briefing context refreshed from frozen snapshots.
  • Uses the live monitor artifact vintage current at the time of publication.

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