Structural pressure
0%
Very Low RiskLikely range
0–1%
Commercial airline pilot
Professionals · SGD 13,878/mo (208% above median)
This model suggests AI is more likely to enhance Commercial airline pilot 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
61% 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
Running standard statistical analyses, generating charts, cleaning data, writing SQL queries, and producing summary reports from structured data.
Where humans stay essential
Framing the right question, identifying data quality issues, interpreting results in business context, communicating insights to non-technical stakeholders, and making judgment calls on methodology.
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
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
Commercial airline pilot 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.
Marine superintendent
moderate transition · 67% match
Energy engineer
moderate transition · 64% match
Marine superintendent (engineer)
moderate transition · 63% match
Chief engineer/Second engineer (ship)
moderate transition · 63% match
Data scientist
moderate transition · 61% match
Clinical research professional
moderate transition · 61% match
Automation engineer (including robotics engineer)
moderate transition · 60% match
Instrumentation engineer
moderate transition · 59% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 21721
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 11,594 · Median 13,878 · 75th 17,003