AI displacement pressure
24%
Moderate RiskCloud specialist
Cloud specialist has 71% AI task overlap but 34% human bottleneck protection — lower risk than 31% of occupations in the live market. AI is more likely to enhance this role than replace it.
Why This Score
71% of tasks overlap with current AI
34% human advantage from judgment & presence
62% demand buffer from the local labour market
On the Shortage Occupation List list — government recognises hiring need
These factors interact with each other — the final score is not a simple sum of these bars.
How much AI overlaps with this job's tasks, offset by human advantages and local demand. Score stability: watch. How this works
Tasks AI can handle
With 71% AI task overlap (based on Felten AIOE and ILO occupational exposure), the Cloud specialist tasks most exposed include: code generation, test writing, documentation, code review suggestions, and debugging common patterns.
What AI can't do here
At 34% human bottleneck protection, the tasks that remain hardest to automate for Cloud specialist include: system architecture decisions, complex debugging in production, cross-team coordination, requirements gathering, and security-critical code review.
Skills to focus on
Dell'Acqua et al. (2023) found consultants using AI improved quality 12-40% depending on task boundary — but performance dropped when AI was used outside its capability frontier ("jagged frontier" effect).
Sources: Felten AIOE (2021), ILO GenAI (2025), Pizzinelli et al. bottleneck model. Full methodology.
Role profile
How this role's work breaks down across key dimensions. This is a general profile, not an individual measurement.
Workflow dimensions (0 = low, 1 = high)
Singapore Now
Current labour market conditions and how they affect this role.
Cooling, but not collapsing. Vacancies and re-entry are softer, yet retrenchment remains low and hiring still exceeds resignations.
Vacancy
3.1%
↓ 3.1% YoY
Hiring
1.5%
vs 0.9% resign
Retrenchment
1.5
per 1,000 · low
Re-entry
67.7%
find work in 12mo· -5.3pp
Professionals, Managers, Executives & Technicians · 2025 Q4
Top Industries
Industry vacancy overlays use the latest published detailed cross-tab, which can lag the main labour monitor.
How this changes by career stage
Senior workers benefit from institutional knowledge and judgment that AI cannot replicate. Entry-level roles have higher task overlap with AI.
What You Can Do
Cloud specialist has some offset potential, but it depends on demand holding up in practice and on workers clearing the main switching frictions.
Published transition support
Related roles you could transition to
Similarity-basedCompare within Professionals
Modern roles using this occupation
See how this compares to similar occupations
Compare with... →Classification
Higher risk than 69% of occupations
Raw scores
AIOE 0.580 · θ 0.662 · C-AIOE 0.478
Stability
watch · Optimistic 23% · Pessimistic 30%
Score range (best/worst case)
Exposure 54–87% · Net risk 17.36–29.59%
Scoring basis
Not published. No scoring-basis metadata is available for this occupation.
Wage range (SGD/mo)
25th 7,001 · Median 9,583 · 75th 15,176
Evidence & sources
Data matching
direct · SSOC 25231
SOL 2026: exact match
Data quality
73% · Matching 1.00 · Market data 0.85 · Freshness 0.75
Capped at high · Final rating: medium · capped for sparse source coverage
Task-weighted shadow evidence is not active for this occupation yet.
AI overlap by data source
Weights: aioe 47% · ilo 53%
Conflicting data signals
Worker profile & local context
- Vacancy rate is 3.1% and was essentially flat versus last quarter.
- Hiring read: recruitment is running above resignation (1.5% vs 0.9%).
- Retrenchment was low at 1.5 per 1,000 employees.
- 67.7% of retrenched workers re-entered employment within 12 months.
- Live job ads show 4 visible postings in the last 30 days, led by Kubernetes, Terraform, Information Technology.
- Employer pressure is moderate, based on 7 recent Singapore-relevant company signals.
Worker profile
Gender mix
70% male / 30% femalePublished Singapore worker composition for the detailed occupation family 25 Information & Communications Technology Professionals.
Employment structure
Employee-heavy96% employees, 4% employers or self-employed workers.
Work arrangement
Mostly full-time4% part-time and 96% full-time in 2025.
Age profile
Mid-career heavy14% aged 15 to 29, 62% aged 30 to 49, and 24% aged 50 or older.
Qualification mix
Degree-heavyDegree 81%; Diploma / professional qualification 15%.
Gross wage by sex
Near parityPublished June 2024 gross wage medians: male $9,733, female $9,327.
Where this work is concentrated
Top planning areas
Sengkang, Bedok, Tampines19% of workers in this occupation group live in these three planning areas.
Residential concentration
Broadly distributed30% live across the top five planning areas in the 2020 Census.
Commute pattern
Mid-range commutesEstimated average commute 37.5 minutes. 33% take 46 minutes or more.
Frequently asked questions
Will AI replace Cloud specialist?
Cloud specialist has 71% AI task overlap but 34% human bottleneck protection — lower risk than 31% of occupations in the live market. AI is more likely to enhance this role than replace it. Net displacement risk: 24% (Moderate). Median wage: SGD 9,583/month.
What is the AI risk score for Cloud specialist?
Cloud specialist has an AI displacement risk of 24%, rated Moderate. AI task overlap: 71%. Human advantage: 34%. Local demand buffer: 62%.
What career transitions are available for Cloud specialist?
Cloud specialist has modeled transition pathways to related occupations. The strongest adjacent pathway is IT infrastructure specialist, based on skill and wage similarity (model-estimated). Transition scoring accounts for wage preservation, training ease, and destination quality.
How does Cloud specialist salary compare in the live market?
Cloud specialist earns a median gross wage of SGD 9,583/month in the live market (25th-75th percentile: SGD 7,001-15,176). This is 113% above median across all 562 scored occupations, and 47% above group median within Professionals occupations.