AI Work Index

Quarterly Movers

Frozen snapshot-to-snapshot changes in structural risk. These are real scoring deltas — not monitor fluctuations or outlook shifts.

Current snapshot

occupations-v4-2026-03.json

generated 20 Mar 2026

Previous snapshot

occupations-v3-2026-03.json

frozen comparison anchor

Band movers

90

occupations that changed risk band

Top Risers

Occupations with the largest increase in structural pressure since the previous frozen snapshot.

Data entry clerk

55% → 74%

+19%

Proofreading clerk

39% → 58%

+19%

Library clerk

32% → 49%

+17%

Data processing control clerk

53% → 68%

+15%

Sales demonstrator

7% → 21%

+15%

Postal service counter clerk

34% → 48%

+14%

Postman

45% → 59%

+14%

Salesperson (door-to-door)

6% → 21%

+14%

Website administrator/Webmaster

28% → 42%

+14%

Bank teller

32% → 46%

+14%

Top Fallers

Occupations with the largest improvement in structural pressure since the previous snapshot.

Employment agent/Labour contractor

66% → 49%

−17%

Teacher aide

24% → 17%

−7%

Bookmaker/Croupier/Casino dealer and related gaming worker

30% → 24%

−6%

Legal associate professional (e.g. paralegal)

67% → 61%

−6%

Securities and finance dealer

43% → 36%

−6%

Foreign exchange dealer

42% → 36%

−6%

Building construction engineer

32% → 26%

−5%

Civil engineer

31% → 26%

−5%

Assistant accountant

59% → 54%

−5%

Tax associate professional

58% → 53%

−5%

Demand Changes

0

New official demand entries

No new shortage / in-demand matches in this snapshot pair.

Removed demand entries

No removals from shortage / in-demand lists in this snapshot pair.

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