Skip to content
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-v7-2026-04.json

generated 9 Apr 2026

Previous snapshot

occupations-v6-2026-04.json

frozen comparison anchor

Band movers

148

occupations that changed risk band

Top Risers

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

Biologist

20% → 45%

+25%

Technical sales professional

26% → 37%

+11%

Medical and pharmaceutical products sales professional

25% → 35%

+10%

Website administrator/Webmaster

42% → 51%

+10%

Resident technical officer

12% → 21%

+10%

Building technician

12% → 21%

+10%

ICT sales and services professional

24% → 34%

+10%

Civil engineering technician

11% → 21%

+10%

Sales professional (institutional sales of financial products)

24% → 33%

+10%

Land surveying technician

11% → 21%

+9%

Top Fallers

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

Music instructor (extracurriculum)

49% → 22%

−27%

Language instructor (extracurriculum)

47% → 21%

−26%

Art and craft instructor (extracurriculum)

47% → 21%

−26%

Relief teacher

46% → 20%

−26%

Private tutor (academic)

44% → 19%

−25%

Information technology trainer (extracurriculum)

43% → 18%

−24%

Statistician

56% → 32%

−24%

Translator

45% → 23%

−21%

Data scientist

44% → 24%

−20%

Computer systems operator

47% → 28%

−18%

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.