Structural pressure
34%
High RiskLikely range
29–39%
Cloud specialist
Professionals · SGD 9,583/mo (113% above median)
Cloud specialist shows mixed AI signals: high exposure, but also strong human dependencies and organizational friction.
Why This Score
71% of tasks overlap with current AI
33% human advantage from judgment & presence
85% demand buffer from SG labour market
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. Band stability: watch. How this works
Tasks AI can handle
Code generation, test writing, documentation, code review suggestions, and debugging common patterns.
Where humans stay essential
System architecture decisions, complex debugging in production, cross-team coordination, requirements gathering, and security-critical code review.
Skills to focus on
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%). live job ads are present, with 4 visible postings in the last 30 days. employer pressure is moderate.
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
111.0K
Financial & Insurance Services
97.0K
↓ cooling
Professional Services
80.1K
→ 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
Cloud specialist has some offset potential, but it depends on demand holding up in practice and on workers clearing the main switching frictions.
Lower Risk
Software and applications manager 67%Chief information officer/Chief technology officer/Chief security officer 66%Network, communications and infrastructure manager 65%IT infrastructure specialist
easy transition · 72% match
Cyber risk specialist
easy transition · 71% match
Software developer
moderate transition · 68% match
Software and applications manager
moderate transition · 67% match
Security operations specialist
moderate transition · 67% match
Chief information officer/Chief technology officer/Chief security officer
moderate transition · 66% match
Enterprise/Solution architect
moderate transition · 65% match
Network, communications and infrastructure manager
moderate transition · 65% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 25231
SOL 2026: exact match
Raw Scores
AIOE 0.580 · θ 0.651 · C-AIOE 0.462
Stability
watch · Optimistic 29% (Moderate) · Pessimistic 39% (High)
Confidence
69% · Crosswalk 1.00 · Market 0.85 · Fresh 0.75
Wage (SGD/mo)
25th 7,001 · Median 9,583 · 75th 15,176