Structural pressure
10%
Low RiskLikely range
6–14%
Kitchen operations head/supervisor
Associate Professionals & Technicians · SGD 3,949/mo (12% below median)
This model suggests AI is more likely to enhance Kitchen operations head/supervisor than replace it. moderate exposure, but strong human bottlenecks mean AI augments rather than substitutes.
Why This Score
54% of tasks overlap with current AI
80% human advantage from judgment & presence
35% demand buffer from SG labour market
AI usage 5pp below theoretical exposure
These factors combine multiplicatively — larger bars do not mean proportionally larger contributions to the final score.
Exposure × (1 − Bottleneck) × Market Modifier. How this works
Tasks AI can handle
Technical documentation, standard testing procedures, data logging, routine diagnostics, and equipment monitoring.
Where humans stay essential
Hands-on troubleshooting, interpreting non-standard test results, calibrating instruments, and bridging communication between engineers and operators.
Skills to focus on
Common tools in similar work
Derived from matched O*NET technology-skill profiles.
Singapore Reality
Current Singapore signal
Labour now, industry footprint, and a directional 12-month read.
The Professionals, Managers, Executives & Technicians labour market is weak. Vacancy rate is 3.1% and was essentially flat versus last quarter. recruitment is running above resignation (1.5% vs 0.9%). employer pressure is low.
Vacancy rate
3.1%
↓ 3.1% year-on-year
Hiring balance
1.5%
recruit vs 0.9% resign
Retrenchment
1.5 per 1,000
Low incidence
Professionals, Managers, Executives & Technicians data · Q4 2025 full
Top Industries
Where this work is concentrated
Public Administration & Education Services
73.5K
Wholesale & Retail Trade
64.4K
↓ cooling
Top 5 vacancy sector
Financial & Insurance Services
50.1K
↓ cooling
Industry vacancy overlays use the latest published detailed cross-tab (2025 QQ), which can lag the main labour monitor.
12-Month Outlook
Rule-based, not a prediction
What To Do Next
Kitchen operations head/supervisor has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.
What helps
- A meaningful share of the work can likely be reorganized around AI rather than removed outright.
What could slow it down
- Current demand support is thin, so offsets may take longer to show up.
Photographer
moderate transition · 67% match
Visual merchandiser
moderate transition · 66% match
Sports coach
moderate transition · 64% match
International market agent/representative (e.g. junket operator)
moderate transition · 58% match
Volunteer executive
moderate transition · 58% match
Library officer
moderate transition · 58% match
Safety and security consultant
moderate transition · 58% match
Appraiser/Valuer (excluding intangible asset valuer)
moderate transition · 57% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 34342
Anthropic: -5pp vs theory
Raw Scores
AIOE 0.939 · θ 0.721 · C-AIOE 0.682
Stability
stable · Optimistic 6% (Low) · Pessimistic 14% (Low)
Confidence
83% · Crosswalk 1.00 · Market 0.65 · Fresh 0.84
Wage (SGD/mo)
25th 3,329 · Median 3,949 · 75th 4,000