28%
Moderate RiskIT infrastructure specialist
Professionals · SGD 7,881/mo (75% above median)
Mixed signals — high exposure but also strong human dependencies. Outcome depends on adoption patterns.
Score Breakdown
54% of tasks overlap with current AI
33% human advantage from judgment & presence
70% demand buffer from SG labour market
Listed on SOL — active government demand recognition
Exposure × (1 − Bottleneck) × Market Modifier. Band stability: watch. How this works
What AI Changes
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.
This role balances creative output, rapid tool adoption, ambiguous problem-solving. AI can augment the more structured tasks, while the overall task structure anchors the human contribution.
Skills to focus on
System Design
Architecting scalable, maintainable systems and understanding trade-offs between approaches
Debugging Complex Systems
Diagnosing production issues that span multiple services, caches, and data stores
Stakeholder Communication
Translating technical constraints into business language and negotiating priorities
Security Awareness
Identifying vulnerabilities, threat modeling, and ensuring code meets security standards
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).
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
Resilient
Wage Pressure
Watch
Rule-based directional forecast. Not a prediction — illustrative only.
Current trajectory continues
Displacement Pressure
Watch
Augmentation Upside
At Risk
Demand Outlook
Resilient
Wage Pressure
Watch
IT infrastructure specialist 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
Cloud specialist
easy transition · 78% match
Cyber risk specialist
easy transition · 71% match
Security operations specialist
moderate transition · 70% match
Software developer
moderate transition · 69% match
Software and applications manager
moderate transition · 66% match
Enterprise/Solution architect
moderate transition · 65% match
Chief information officer/Chief technology officer/Chief security officer
moderate transition · 64% match
ICT quality assurance specialist
moderate transition · 64% match
Evidence
Crosswalk: direct · SSOC 25232
SOL 2026: prefix match
Raw Scores
AIOE 0.580 · θ 0.651 · C-AIOE 0.462
Stability
watch · Optimistic 23% (Moderate) · Pessimistic 33% (High)
Confidence
83% · Crosswalk 1.00 · Market 0.75 · Fresh 0.75
Wage (SGD/mo)
25th 5,718 · Median 7,881 · 75th 10,740