38%
High RiskManagement executive
Associate Professionals & Technicians · SGD 3,913/mo (13% below median)
Significant AI displacement pressure. high exposure with few human bottlenecks to slow adoption.
Score Breakdown
75% of tasks overlap with current AI
42% human advantage from judgment & presence
37% demand buffer from SG labour market
AI usage 0pp above theoretical exposure
Exposure × (1 − Bottleneck) × Market Modifier. 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 partially support 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
Watch
Augmentation Upside
At Risk
Demand Outlook
Under Pressure
Wage Pressure
Under Pressure
Rule-based directional forecast. Not a prediction — illustrative only.
Current trajectory continues
Displacement Pressure
Watch
Augmentation Upside
At Risk
Demand Outlook
Under Pressure
Wage Pressure
Under Pressure
Management executive should be monitored. While not facing immediate pressure, shifts in AI capability or employer strategy could change the picture.
Scenarios are illustrative, not predictive. They show how the outlook would shift under different assumptions.
Career Paths
Easier Switch
Crewing executive (ship) 71%Operations officer (except transport operations) 69%Maintenance planner 69%Crewing executive (ship)
easy transition · 71% match
Operations officer (except transport operations)
moderate transition · 69% match
Maintenance planner
moderate transition · 69% match
Air transport equipment project executive
moderate transition · 67% match
Sports coach
moderate transition · 67% match
Real estate agent
moderate transition · 67% match
International market agent/representative (e.g. junket operator)
moderate transition · 67% match
Safety and security consultant
moderate transition · 66% match
Evidence
Crosswalk: direct · SSOC 33491
Anthropic: +0pp vs theory
Raw Scores
AIOE 1.043 · θ 0.665 · C-AIOE 0.816
Stability
stable · Optimistic 32% (High) · Pessimistic 45% (High)
Confidence
82% · Crosswalk 0.97 · Market 0.65 · Fresh 0.85
Wage (SGD/mo)
25th 3,300 · Median 3,913 · 75th 4,535