AI displacement pressure
6%
Low RiskTechnical/Engineering services manager (excluding transport)
Technical/Engineering services manager (excluding transport) has 59% AI task overlap but 86% human bottleneck protection — lower risk than 72% of occupations in the live market. AI is more likely to enhance this role than replace it.
Why This Score
59% of tasks overlap with current AI
86% human advantage from judgment & presence
55% demand buffer from the local labour market
AI usage 16pp below 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 59% AI task overlap (based on Felten AIOE, Anthropic Economic Index, and Eloundou GPT exposure), the Technical/Engineering services manager (excluding transport) tasks most exposed include: demand forecasting, route optimization, inventory tracking, order processing automation, and supplier performance dashboards.
What AI can't do here
At 86% human bottleneck protection, the tasks that remain hardest to automate for Technical/Engineering services manager (excluding transport) include: managing supplier relationships, handling disruptions in real time, negotiating contracts, quality assurance for non-standard goods, and adapting logistics to local regulations.
Skills to focus on
Sources: Felten AIOE (2021), Anthropic Economic Index (2026), Eloundou GPT Exposure (2023), Pizzinelli et al. bottleneck model. Full methodology.
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)
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.
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.
What You Can Do
Technical/Engineering services manager (excluding transport) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.
Published transition support
Related roles you could transition to
Similarity-basedManufacturing manager →
Postal service manager →
Procurement/Purchasing manager →
See 5 more
Transport/Technical operations manager (except port/shipping operations) →
Port/Shipping operations manager →
Construction manager →
Supply and distribution/Logistics/Warehousing manager →
Production manager in agriculture and fisheries →
Compare within Managers
See how this compares to similar occupations
Compare with... →Classification
Higher risk than 28% of occupations
Raw scores
AIOE 0.901 · θ 0.736 · C-AIOE 0.675
Stability
watch · Optimistic 4% · Pessimistic 9%
Score range (best/worst case)
Exposure 54–65% · Net risk 3.45–8.26%
Scoring basis
Not published. No scoring-basis metadata is available for this occupation.
Wage range (SGD/mo)
25th 6,034 · Median 8,684 · 75th 12,391
Evidence & sources
Data matching
direct · SSOC 13291
Real-world AI usage: -16% vs estimated
Data quality
79% · Matching 0.85 · Market data 0.70 · Freshness 0.80
Task-weighted shadow evidence is not active for this occupation yet.
AI overlap by data source
Weights: aioe 32% · anthropic 35% · eloundou 33%
Tools & offset factors
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.
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.
- Live job ads show 4 visible postings in the last 30 days, led by Python, Kubernetes, Docker.
- Employer pressure is moderate, based on 7 recent Singapore-relevant company signals.
Worker profile
Gender mix
70% male / 30% femalePublished Singapore worker composition for the detailed occupation family 13 Production & Specialised Services Managers.
Employment structure
More self-employed79% employees, 21% employers or self-employed workers.
Work arrangement
Mostly full-time3% part-time and 97% full-time in 2025.
Age profile
Mid-career heavy2% aged 15 to 29, 58% aged 30 to 49, and 40% aged 50 or older.
Qualification mix
Degree-heavyDegree 73%; Diploma / professional qualification 14%.
Gross wage by sex
Near parityPublished June 2024 gross wage medians: male $8,670, female $8,877.
Where this work is concentrated
Top planning areas
Bedok, Sengkang, Hougang20% of workers in this occupation group live in these three planning areas.
Residential concentration
Broadly distributed30% live across the top five planning areas in the 2020 Census.
Commute pattern
Shorter commutesEstimated average commute 32.0 minutes. 21% take 46 minutes or more.
Frequently asked questions
Will AI replace Technical/Engineering services manager (excluding transport)?
Technical/Engineering services manager (excluding transport) has 59% AI task overlap but 86% human bottleneck protection — lower risk than 72% of occupations in the live market. AI is more likely to enhance this role than replace it. Net displacement risk: 6% (Low). Median wage: SGD 8,684/month.
What is the AI risk score for Technical/Engineering services manager (excluding transport)?
Technical/Engineering services manager (excluding transport) has an AI displacement risk of 6%, rated Low. AI task overlap: 59%. Human advantage: 86%. Local demand buffer: 55%.
What career transitions are available for Technical/Engineering services manager (excluding transport)?
Technical/Engineering services manager (excluding transport) has modeled transition pathways to related occupations. The strongest adjacent pathway is Manufacturing manager, based on skill and wage similarity (model-estimated). Transition scoring accounts for wage preservation, training ease, and destination quality.
How does Technical/Engineering services manager (excluding transport) salary compare in the live market?
Technical/Engineering services manager (excluding transport) earns a median gross wage of SGD 8,684/month in the live market (25th-75th percentile: SGD 6,034-12,391). This is 93% above median across all 562 scored occupations, and 6% above group median within Managers occupations.