3%
Very Low RiskAir transport service supervisor
Associate Professionals & Technicians · SGD 5,552/mo (23% above median)
AI is unlikely to significantly disrupt this role. low exposure — limited overlap with core tasks.
Score Breakdown
24% of tasks overlap with current AI
83% human advantage from judgment & presence
51% demand buffer from SG labour market
AI usage 14pp below theoretical exposure
Exposure × (1 − Bottleneck) × Market Modifier. Band stability: watch. How this works
What AI Changes
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.
This role balances structured execution. AI can augment the more structured tasks, while the overall task structure anchors the human contribution.
Skills to focus on
Technical Proficiency
Applied technical skills that bridge theory and hands-on execution in real environments
Diagnostic Reasoning
Interpreting test results and instrument readings that fall outside normal parameters
Adaptability
Learning new tools, processes, and technologies as the technical landscape evolves
Cross-Team Communication
Translating between engineers, managers, and frontline workers in plain language
Market Context
Labour Market
StrongProfessionals, Managers, Executives & Technicians
Vacancy rate · 2025 Q3
Hiring
Recruitment exceeds resignation
1.8% recruit · 1.2% resign
Retrenchment
2.6 per 1,000 employees
Moderate
Re-employment
73% within 12 months
54.3% within 6 months
Cluster-level data, not occupation-specific · Source: Labour Market Report Q3 2025, MRSD, MOM
Outlook
12-Month Direction (Base Case)
Worsening
Displacement Pressure
Resilient
Augmentation Upside
At Risk
Demand Outlook
Watch
Wage Pressure
Resilient
Rule-based directional forecast. Not a prediction — illustrative only.
Current trajectory continues
Displacement Pressure
Resilient
Augmentation Upside
At Risk
Demand Outlook
Watch
Wage Pressure
Resilient
Air transport service supervisor appears resilient under this scenario. Strong human bottlenecks and/or market demand provide substantial buffer against AI displacement.
Scenarios are illustrative, not predictive. They show how the outlook would shift under different assumptions.
Career Paths
Easier Switch
Harbour pilot 65%Port/Shipping operations supervisor (including post-fixture and planner) 64%Train service supervisor 62%Harbour pilot
moderate transition · 65% match
Port/Shipping operations supervisor (including post-fixture and planner)
moderate transition · 64% match
Train service supervisor
moderate transition · 62% match
Chemical engineering technician (petrochemicals)
moderate transition · 61% match
Road transport operations officer
moderate transition · 61% match
Marine engineering officer (including third, fourth and fifth engineer)
moderate transition · 61% match
Marine surveyor (ship and nautical)
moderate transition · 60% match
Air cargo officer
moderate transition · 60% match
Evidence
Crosswalk: direct · SSOC 31571
Anthropic: -14pp vs theory
Raw Scores
AIOE -0.184 · θ 0.726 · C-AIOE -0.133
Stability
watch · Optimistic 2% (Very Low) · Pessimistic 5% (Low)
Confidence
83% · Crosswalk 1.00 · Market 0.65 · Fresh 0.85
Wage (SGD/mo)
25th 4,425 · Median 5,552 · 75th 7,536