Structural pressure
33%
High RiskLikely range
28–39%
Logistics/Production planner
Associate Professionals & Technicians · SGD 4,282/mo (5% below median)
Logistics/Production planner shows mixed AI signals: high exposure, but also strong human dependencies and organizational friction.
Why This Score
73% of tasks overlap with current AI
46% human advantage from judgment & presence
47% demand buffer from SG labour market
AI usage 2pp below theoretical exposure
These factors combine multiplicatively — larger bars do not mean proportionally larger contributions to the final score.
Exposure × (1 − Bottleneck) × Market Modifier. Band stability: watch. How this works
Tasks AI can handle
Demand forecasting, route optimization, inventory tracking, order processing automation, and supplier performance dashboards.
Where humans stay essential
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
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%). live job ads are limited, with 1 visible postings in the last 30 days. employer pressure is moderate.
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
73.5K
Wholesale & Retail Trade
64.4K
↓ cooling
Top 5 vacancy sector
Financial & Insurance Services
50.1K
↓ cooling
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
Logistics/Production planner 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.
Lower Risk
Strategic planning manager 54%Production manager in agriculture and fisheries 58%Quality control/assurance manager 59%Better Pay
Quality control/assurance manager 59%Procurement engineer 59%Production manager in agriculture and fisheries 58%Strong Demand
Strategic planning manager 54%Quality control/assurance manager
moderate transition · 59% match
Procurement engineer
moderate transition · 59% match
Production manager in agriculture and fisheries
moderate transition · 58% match
Technical/Engineering services manager (excluding transport)
moderate transition · 58% match
Transport/Technical operations manager (except port/shipping operations)
moderate transition · 58% match
Postal service manager
moderate transition · 58% match
Procurement/Purchasing manager
moderate transition · 58% match
Construction manager
moderate transition · 58% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 33461
Anthropic: -2pp vs theory
Raw Scores
AIOE 0.999 · θ 0.673 · C-AIOE 0.774
Stability
watch · Optimistic 28% (Moderate) · Pessimistic 39% (High)
Confidence
68% · Crosswalk 0.38 · Market 0.65 · Fresh 0.80
Wage (SGD/mo)
25th 3,331 · Median 4,282 · 75th 5,815