AI displacement pressure
39%
High RiskLogistics/Production planner
Logistics/Production planner has 73% AI task overlap with only 34% human bottleneck protection — higher risk than 87% of occupations in the live market. Structural displacement pressure is significant.
Why This Score
73% of tasks overlap with current AI
34% human advantage from judgment & presence
35% demand buffer from the local labour market
AI usage 2pp 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. How this works
Tasks AI can handle
With 73% AI task overlap (based on Felten AIOE, Anthropic Economic Index, and Eloundou GPT exposure), the Logistics/Production planner tasks most exposed include: demand forecasting, route optimization, inventory tracking, order processing automation, and supplier performance dashboards.
What AI can't do here
At 34% human bottleneck protection, the tasks that remain hardest to automate for Logistics/Production planner 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
Logistics/Production planner 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
Similarity-basedCompare within Associate Professionals & Technicians
Modern roles using this occupation
See how this compares to similar occupations
Compare with... →Classification
Higher risk than 87% of occupations
Raw scores
AIOE 0.999 · θ 0.662 · C-AIOE 0.822
Stability
stable · Optimistic 35% · Pessimistic 46%
Score range (best/worst case)
Exposure 69–78% · Net risk 34.73–43.72%
Scoring basis
Not published. No scoring-basis metadata is available for this occupation.
Wage range (SGD/mo)
25th 3,331 · Median 4,282 · 75th 5,815
Evidence & sources
Data matching
direct · SSOC 33461
Real-world AI usage: -2% vs estimated
Data quality
71% · Matching 0.37 · 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%
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.
- Live job ads show 1 visible postings in the last 30 days, led by Property Management Systems, Warehousing, provide procedures.
- Employer pressure is moderate, based on 7 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 13% higherPublished June 2024 gross wage medians: male $3,970, female $4,495.
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.
Frequently asked questions
Will AI replace Logistics/Production planner?
Logistics/Production planner has 73% AI task overlap with only 34% human bottleneck protection — higher risk than 87% of occupations in the live market. Structural displacement pressure is significant. Net displacement risk: 39% (High). Median wage: SGD 4,282/month.
What is the AI risk score for Logistics/Production planner?
Logistics/Production planner has an AI displacement risk of 39%, rated High. AI task overlap: 73%. Human advantage: 34%. Local demand buffer: 35%.
What career transitions are available for Logistics/Production planner?
Logistics/Production planner has modeled transition pathways to related occupations. The strongest adjacent pathway is Construction manager, based on skill and wage similarity (model-estimated). Transition scoring accounts for wage preservation, training ease, and destination quality.
How does Logistics/Production planner salary compare in the live market?
Logistics/Production planner earns a median gross wage of SGD 4,282/month in the live market (25th-75th percentile: SGD 3,331-5,815). This is 5% below median across all 562 scored occupations, and 3% above group median within Associate Professionals & Technicians occupations.