Air transport equipment project executive
AI displacement risk
27%
Range 23.87–30.25%
Air transport equipment project executive has 57% AI task overlap with only 39% human bottleneck protection — higher risk than 74% of occupations in the live market. Structural displacement pressure is significant.
Associate Professionals & Technicians·SGD 4,555/mo (2,811–7,735)·~9.0K workers in SG·Updated 2026-06-11
Structural pressure, not a prediction of job loss. Displacement tends to arrive through slower hiring, wage compression and role redesign before layoffs.
Why This Score
57% of tasks overlap with current AI
39% human advantage from judgment & presence
43% demand buffer from the local labour market
AI usage 8pp above theoretical exposure
These factors interact with each other — the final score is not a simple sum of these bars.
How much AI overlaps with this job's tasks, offset by human advantages and local demand. Score stability: watch. How this works
Tasks AI can handle
With 57% AI task overlap (based on Felten AIOE, Anthropic Economic Index, and Eloundou GPT exposure), the Air transport equipment project executive tasks most exposed include: technical documentation, standard testing procedures, data logging, routine diagnostics, and equipment monitoring.
- • Inspect and test electrical systems and equipment to locate and diagnose malfunctions, using visual inspections, testing devices, and computer software.
- • Reassemble and test equipment after repairs.
- • Adjust, repair, or replace defective wiring and relays in ignition, lighting, air-conditioning, and safety control systems, using electrician's tools.
O*NET tasks for this occupation with the most observed AI usage (Anthropic task data).
What AI can't do here
At 39% human bottleneck protection, the tasks that remain hardest to automate for Air transport equipment project executive include: hands-on troubleshooting, interpreting non-standard test results, calibrating instruments, and bridging communication between engineers and operators.
Main insulation channels: Non-routine work + High-stakes decisions — the work-context dimensions behind this occupation's human bottleneck.
Skills to focus on
Sources: Felten AIOE (2021), Anthropic Economic Index (2026), Eloundou GPT Exposure (Science, 2024), Pizzinelli et al. bottleneck model. Full methodology.
Singapore Now
Current labour market conditions and how they affect this role.
Cooling, but not collapsing. Vacancies and re-entry are softer, yet retrenchment remains low and hiring still exceeds resignations.
Vacancy
3.1%
↓ 3.1% YoY
Hiring
1.5%
vs 0.9% resign
Retrenchment
1.5
per 1,000 · low
Re-entry
67.7%
find work in 12mo· -5.3pp
Professionals, Managers, Executives & Technicians · 2025 Q4
Top Industries
Industry vacancy overlays use the latest published detailed cross-tab, which can lag the main labour monitor.
What You Can Do
Air transport equipment project executive has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.
Published transition support
Related roles you could transition to
Risk-reducingThis occupation sits in the structurally vulnerable quadrant: high displacement pressure, and its best adjacent move ranks in the weakest quarter of exit options among high-risk occupations. Mobility research finds outcomes hinge on escape-route quality, not pressure alone. See all occupations in this quadrant.
Compare within Associate Professionals & Technicians
See how this compares to similar occupations
Compare with... →Classification
Higher risk than 74% of occupations · V7 structural score
Raw scores
AIOE 0.621 · θ 0.665 · C-AIOE 0.509
Stability
watch · Optimistic 24% · Pessimistic 33%
Score range (best/worst case)
Exposure 55–60% · Net risk 23.87–30.25%
Scoring basis
V7 structural score. Uses task-concentration-weighted exposure, human bottleneck, and demand resilience. V6 baseline fields are retained for release-to-release comparison.-1.4pp versus retained V6 baseline.
Wage range (SGD/mo)
25th 2,811 · Median 4,555 · 75th 7,735
Evidence & sources
Data matching
direct · SSOC 33611
Real-world AI usage: +8% vs estimated
Data quality
61% · Matching 0.12 · Market data 0.70 · Freshness 0.80
100% weighted task match · 0% effective coverage
AI overlap by data source
Weights: aioe 32% · anthropic 35% · eloundou 33%
Conflicting data signals
Tools & offset factors
What could slow it down
- Current demand support is thin, so offsets may take longer to show up.
Worker profile & local context
- Vacancy rate is 3.1% and was essentially flat versus last quarter.
- Hiring read: recruitment is running above resignation (1.5% vs 0.9%).
- Retrenchment was low at 1.5 per 1,000 employees.
- 67.7% of retrenched workers re-entered employment within 12 months.
- Employer pressure is low, based on 2 recent Singapore-relevant company signals.
Worker profile
Gender mix
39% male / 61% femalePublished Singapore worker composition for the detailed occupation family 33 Business & Administration Associate Professionals.
Employment structure
Employee-heavy87% employees, 13% employers or self-employed workers.
Work arrangement
Mostly full-time9% part-time and 91% full-time in 2025.
Age profile
Mid-career heavy17% aged 15 to 29, 52% aged 30 to 49, and 31% aged 50 or older.
Qualification mix
Diploma-heavyDegree 37%; Diploma / professional qualification 35%.
Gross wage by sex
Female median 24% higherPublished June 2024 gross wage medians: male $4,187, female $5,201.
Where this work is concentrated
Top planning areas
Jurong West, Woodlands, Tampines22% of workers in this occupation group live in these three planning areas.
Residential concentration
Moderately clustered35% live across the top five planning areas in the 2020 Census.
Commute pattern
Longer commutesEstimated average commute 38.7 minutes. 36% take 46 minutes or more.
Role profile
How this role's work breaks down across key dimensions. This is a general profile, not an individual measurement.
Workflow dimensions (0 = low, 1 = high)
How this changes by career stage
Senior workers benefit from institutional knowledge and judgment that AI cannot replicate. Entry-level roles have higher task overlap with AI.
Frequently asked questions
Will AI replace Air transport equipment project executive?
Air transport equipment project executive has 57% AI task overlap with only 39% human bottleneck protection — higher risk than 74% of occupations in the live market. Structural displacement pressure is significant. Net displacement risk: 27% (Moderate). Median wage: SGD 4,555/month.
What is the AI risk score for Air transport equipment project executive?
Air transport equipment project executive has an AI displacement risk of 27%, rated Moderate. AI task overlap: 57%. Human advantage: 39%. Local demand buffer: 43%.
What career transitions are available for Air transport equipment project executive?
Air transport equipment project executive has modeled transition pathways to related occupations. The strongest adjacent pathway is International market agent/representative (e.g. junket operator), based on skill and wage similarity (model-estimated). Transition scoring accounts for wage preservation, training ease, and destination quality.
How does Air transport equipment project executive salary compare in the live market?
Air transport equipment project executive earns a median gross wage of SGD 4,555/month in the live market (25th-75th percentile: SGD 2,811-7,735). This is near median across all 562 scored occupations, and 10% above group median within Associate Professionals & Technicians occupations.