16%
Moderate RiskIndustrial relations manager
Managers · SGD 9,176/mo (104% above median)
AI is likely to enhance this role, not replace it. high exposure, but strong human bottlenecks mean AI augments rather than substitutes.
Score Breakdown
75% of tasks overlap with current AI
72% human advantage from judgment & presence
60% demand buffer from SG labour market
AI usage 4pp below theoretical exposure
Exposure × (1 − Bottleneck) × Market Modifier. Band stability: watch. How this works
What AI Changes
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.
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
Strategic Prioritization
Deciding what to build (and what not to) when every stakeholder has a different priority
Cross-Functional Leadership
Aligning engineering, design, sales, and marketing around a shared product vision
Customer Intuition
Sensing unmet needs that data alone cannot reveal, through qualitative observation and empathy
Business Model Thinking
Connecting product decisions to revenue, retention, and long-term competitive positioning
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
Under Pressure
Demand Outlook
Watch
Wage Pressure
Watch
Rule-based directional forecast. Not a prediction — illustrative only.
Current trajectory continues
Displacement Pressure
Watch
Augmentation Upside
Under Pressure
Demand Outlook
Watch
Wage Pressure
Watch
Industrial relations manager 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
Strategic planning manager
easy transition · 75% match
Risk management manager
easy transition · 75% match
Policy manager
easy transition · 73% match
Research and development manager
moderate transition · 68% match
Audit manager
moderate transition · 67% match
Security manager
moderate transition · 66% match
Advertising/Public relations manager
moderate transition · 64% match
Premises and facilities maintenance manager (excluding building security manager)
moderate transition · 63% match
Evidence
Crosswalk: direct · SSOC 12122
Anthropic: -4pp vs theory
Raw Scores
AIOE 1.060 · θ 0.704 · C-AIOE 0.788
Stability
watch · Optimistic 12% (Low) · Pessimistic 21% (Moderate)
Confidence
83% · Crosswalk 1.00 · Market 0.65 · Fresh 0.85
Wage (SGD/mo)
25th 6,490 · Median 9,176 · 75th 14,997