Structural pressure
4%
Very Low RiskLikely range
2–6%
Port/Shipping operations supervisor (including post-fixture and planner)
Associate Professionals & Technicians · SGD 3,830/mo (15% below median)
This model suggests AI is unlikely to significantly disrupt Port/Shipping operations supervisor (including post-fixture and planner). low exposure with limited overlap across core tasks.
Why This Score
27% of tasks overlap with current AI
83% human advantage from judgment & presence
36% demand buffer from SG labour market
AI usage 14pp 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
Technical documentation, standard testing procedures, data logging, routine diagnostics, and equipment monitoring.
Where humans stay essential
Hands-on troubleshooting, interpreting non-standard test results, calibrating instruments, and bridging communication between engineers and operators.
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%). employer pressure is low.
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
Port/Shipping operations supervisor (including post-fixture and 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.
Air transport service supervisor
easy transition · 71% match
Train service supervisor
moderate transition · 66% match
Harbour pilot
moderate transition · 65% match
Marine engineering officer (including third, fourth and fifth engineer)
moderate transition · 65% match
Road transport operations officer
moderate transition · 64% match
Flight operations officer
moderate transition · 64% match
Air cargo officer
moderate transition · 64% match
Load control officer (aircraft)
moderate transition · 63% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 31574
Anthropic: -14pp vs theory
Raw Scores
AIOE -0.184 · θ 0.726 · C-AIOE -0.133
Stability
watch · Optimistic 2% (Very Low) · Pessimistic 6% (Low)
Confidence
82% · Crosswalk 1.00 · Market 0.65 · Fresh 0.80
Wage (SGD/mo)
25th 3,354 · Median 3,830 · 75th 4,614