Transport/Technical operations manager (except port/shipping operations)
AI displacement risk
7%
Range 4.47–9.56%
Transport/Technical operations manager (except port/shipping operations) has 65% AI task overlap but 84% human bottleneck protection — lower risk than 69% of occupations in the live market. AI is more likely to enhance this role than replace it.
Managers·SGD 7,679/mo (5,381–12,650)·~4.8K 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
65% of tasks overlap with current AI
84% human advantage from judgment & presence
59% demand buffer from the local labour market
AI usage 1pp 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 65% AI task overlap (based on Felten AIOE, Anthropic Economic Index, Eloundou GPT exposure, and ILO occupational exposure), the Transport/Technical operations manager (except port/shipping operations) tasks most exposed include: demand forecasting, route optimization, inventory tracking, order processing automation, and supplier performance dashboards.
- • Review financial statements, sales or activity reports, or other performance data to measure productivity or goal achievement or to identify areas needing cost reduction or program improvement.
- • Develop or implement product-marketing strategies, including advertising campaigns or sales promotions.
- • Direct and coordinate activities of businesses or departments concerned with the production, pricing, sales, or distribution of products.
O*NET tasks for this occupation with the most observed AI usage (Anthropic task data).
What AI can't do here
At 84% human bottleneck protection, the tasks that remain hardest to automate for Transport/Technical operations manager (except port/shipping operations) include: managing supplier relationships, handling disruptions in real time, negotiating contracts, quality assurance for non-standard goods, and adapting logistics to local regulations.
Main insulation channels: Accountability for others + Deep preparation — 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), ILO GenAI (2025), 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
Transport/Technical operations manager (except port/shipping operations) 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-basedCompare within Managers
See how this compares to similar occupations
Compare with... →Classification
Higher risk than 31% of occupations · V7 structural score
Raw scores
AIOE 0.891 · θ 0.730 · C-AIOE 0.673
Stability
watch · Optimistic 5% · Pessimistic 11%
Score range (best/worst case)
Exposure 59–68% · Net risk 4.47–9.56%
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.-0.8pp versus retained V6 baseline.
Wage range (SGD/mo)
25th 5,381 · Median 7,679 · 75th 12,650
Evidence & sources
Data matching
direct · SSOC 13243
Real-world AI usage: +1% vs estimated
Data quality
86% · Matching 1.00 · Market data 0.70 · Freshness 0.84
100% weighted task match · 13% effective coverage
AI overlap by data source
Weights: aioe 24% · anthropic 26% · eloundou 25% · ilo 26%
Tools & offset factors
Common tools (O*NET proxy)
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.
- 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
Female median 6% lowerPublished June 2024 gross wage medians: male $7,686, female $7,238.
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.
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 Transport/Technical operations manager (except port/shipping operations)?
Transport/Technical operations manager (except port/shipping operations) has 65% AI task overlap but 84% human bottleneck protection — lower risk than 69% of occupations in the live market. AI is more likely to enhance this role than replace it. Net displacement risk: 7% (Low). Median wage: SGD 7,679/month.
What is the AI risk score for Transport/Technical operations manager (except port/shipping operations)?
Transport/Technical operations manager (except port/shipping operations) has an AI displacement risk of 7%, rated Low. AI task overlap: 65%. Human advantage: 84%. Local demand buffer: 59%.
What career transitions are available for Transport/Technical operations manager (except port/shipping operations)?
Transport/Technical operations manager (except port/shipping operations) has modeled transition pathways to related occupations. The strongest adjacent pathway is Postal service manager, based on skill and wage similarity (model-estimated). Transition scoring accounts for wage preservation, training ease, and destination quality.
How does Transport/Technical operations manager (except port/shipping operations) salary compare in the live market?
Transport/Technical operations manager (except port/shipping operations) earns a median gross wage of SGD 7,679/month in the live market (25th-75th percentile: SGD 5,381-12,650). This is 71% above median across all 562 scored occupations, and 6% below group median within Managers occupations.