Structural pressure
0%
Very Low RiskLikely range
0–1%
Flying instructor (except air force)
Professionals · SGD 20,000/mo (344% above median)
This model suggests AI is more likely to enhance Flying instructor (except air force) than replace it. low exposure, but strong human bottlenecks mean AI augments rather than substitutes.
Why This Score
21% of tasks overlap with current AI
98% human advantage from judgment & presence
77% demand buffer from SG labour market
AI usage 12pp 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
Generating lesson plans, creating quizzes and practice exercises, summarizing curricula, personalizing reading lists, and grading objective assessments.
Where humans stay essential
Motivating students, adapting to emotional and social dynamics in the classroom, mentoring, handling behavioral issues, and assessing creative or nuanced work.
Skills to focus on
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%).
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
111.0K
Financial & Insurance Services
97.0K
↓ cooling
Professional Services
80.1K
→ stable
Top 4 vacancy sector
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
Flying instructor (except air force) 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.
University lecturer
moderate transition · 54% match
Commercial airline pilot
stretch transition · 49% match
Insurance services manager
stretch transition · 48% match
Health services manager
stretch transition · 47% match
Marine superintendent
stretch transition · 44% match
Information technology trainer (extracurriculum)
stretch transition · 43% match
Teaching assistant/Tutor in university
stretch transition · 43% match
Pre-school education manager
stretch transition · 42% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 21723
Anthropic: -12pp vs theory
Raw Scores
AIOE -0.194 · θ 0.793 · C-AIOE -0.127
Stability
stable · Optimistic 0% (Very Low) · Pessimistic 1% (Very Low)
Confidence
85% · Crosswalk 0.93 · Market 0.65 · Fresh 0.80
Wage (SGD/mo)
25th 8,050 · Median 20,000 · 75th 30,000