What is the AI risk score for Security operations specialist?

Security operations specialist has an AI displacement risk of 44%, rated High. AI task overlap: 83%. Human advantage: 29%. Singapore demand buffer: 74%.

44%

High Risk

Security operations specialist

Professionals · SGD 7,700/mo (71% above median)

Mixed signals — high exposure but also strong human dependencies. Outcome depends on adoption patterns.

Mixed High Confidence Higher risk than 87% of occupations

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Score Breakdown

AI Capability Overlap Increases risk

83% of tasks overlap with current AI

Human Coordination Reduces risk

29% human advantage from judgment & presence

Local Hiring Demand Reduces risk

74% demand buffer from SG labour market

Official Demand Signals Reduces risk

Listed on SOL — active government demand recognition

Net Displacement Risk 44%

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

Strong

Professionals, Managers, Executives & Technicians

3.1% ↑ 6.9% YoY

Vacancy rate · 2025 Q3

2021 2025

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

Under Pressure

Augmentation Upside

At Risk

Demand Outlook

Resilient

Wage Pressure

Watch

Rule-based directional forecast. Not a prediction — illustrative only.

Career Paths

Easier Switch

Cyber risk specialist 77%Cloud specialist 77%IT infrastructure specialist 74%

Lower Risk

Software and applications manager 70%Chief information officer/Chief technology officer/Chief security officer 69%Network, communications and infrastructure manager 68%

Better Pay

Cyber risk specialist 77%Cloud specialist 77%IT infrastructure specialist 74%

Strong Demand

Software developer 69%Marine superintendent 64%Cloud specialist 77%

Cyber risk specialist

easy transition · 77% match

Cloud specialist

easy transition · 77% match

IT infrastructure specialist

easy transition · 74% match

Software and applications manager

easy transition · 70% match

Software developer

moderate transition · 69% match

Chief information officer/Chief technology officer/Chief security officer

moderate transition · 69% match

Enterprise/Solution architect

moderate transition · 68% match

Network, communications and infrastructure manager

moderate transition · 68% match