Structural pressure
1%
Very Low RiskLikely range
0–3%
Risk management manager
Managers · SGD 11,946/mo (165% above median)
This model suggests AI is more likely to enhance Risk management manager than replace it. moderate exposure, but strong human bottlenecks mean AI augments rather than substitutes.
Why This Score
45% of tasks overlap with current AI
97% human advantage from judgment & presence
75% demand buffer from SG labour market
AI usage 19pp below theoretical exposure
Listed on SOL — active government demand recognition
These factors combine multiplicatively — larger bars do not mean proportionally larger contributions to the final score.
Exposure × (1 − Bottleneck) × Market Modifier. How this works
Tasks AI can handle
Market research summaries, competitive analysis, user feedback synthesis, roadmap documentation, and metrics dashboard generation.
Where humans stay essential
Vision-setting, prioritization under ambiguity, stakeholder alignment, go-to-market judgment, and making trade-offs between competing business objectives.
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
Wholesale & Retail Trade
83.7K
↓ cooling
Top 5 vacancy sector
Financial & Insurance Services
62.3K
↓ cooling
Professional Services
43.0K
→ stable
Top 4 vacancy sector
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
Risk management manager still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.
What helps
- A meaningful share of the work can likely be reorganized around AI rather than removed outright.
Lower Risk
Strategic planning manager 76%Strategic planning manager
easy transition · 76% match
Policy manager
easy transition · 74% match
Audit manager
moderate transition · 64% match
Industrial relations manager
moderate transition · 64% match
Research and development manager
moderate transition · 63% match
Security manager
moderate transition · 60% match
Advertising/Public relations manager
moderate transition · 60% match
Managing director/Chief executive officer
moderate transition · 59% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 12133
SOL 2026: prefix match
Anthropic: -19pp vs theory
Raw Scores
AIOE 0.509 · θ 0.783 · C-AIOE 0.338
Stability
stable · Optimistic 0% (Very Low) · Pessimistic 3% (Very Low)
Confidence
90% · Crosswalk 1.00 · Market 0.75 · Fresh 0.84
Wage (SGD/mo)
25th 7,558 · Median 11,946 · 75th 18,332