AI Work Index

Structural pressure

0%

Very Low Risk

Likely range

0–3%

Network, communications and infrastructure manager

Managers · SGD 10,750/mo (139% above median)

This model suggests AI is more likely to enhance Network, communications and infrastructure manager than replace it. moderate exposure, but strong human bottlenecks mean AI augments rather than substitutes.

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Augmented High Confidence In demand (SOL 2026)
Graduate Degree Higher risk than 2% of occupations
Pressure 0%
Market 64%
Confidence 78%
Human Moat High
Evidence
4/4 sources Sources diverge

Why This Score

AI Capability Overlap Increases risk

48% of tasks overlap with current AI

Human Coordination Reduces risk

99% human advantage from judgment & presence

Local Hiring Demand Reduces risk

64% demand buffer from SG labour market

Observed AI Adoption Reduces risk

AI usage 21pp below theoretical exposure

Official Demand Signals Reduces risk

Listed on SOL — active government demand recognition

These factors combine multiplicatively — larger bars do not mean proportionally larger contributions to the final score.

Net Displacement Risk 0%

Exposure × (1 − Bottleneck) × Market Modifier. 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

System DesignDebugging Complex SystemsStakeholder CommunicationSecurity Awareness

Common tools in similar work

Adobe AcrobatAdobe Creative Cloud softwareAdobe PhotoshopAmazon Web Services AWS software

Derived from matched O*NET technology-skill profiles.

Singapore Reality

Current Singapore signal

Labour now, industry footprint, and a directional 12-month read.

Weak market

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 limited, with 1 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

Wholesale & Retail Trade

83.7K

↓ cooling

Top 5 vacancy sector

21%

Financial & Insurance Services

62.3K

↓ cooling

15%

Professional Services

43.0K

→ stable

Top 4 vacancy sector

11%

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

Stable
Displacement Resilient
Augmentation Under Pressure
Demand Watch
Wage Pressure Resilient

Methodology

What To Do Next

Offset potential: High Separate from the core score. This estimates how much demand, redesign room, and transition support could cushion pressure.

Network, communications and infrastructure manager still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.

Demand support: Medium Transition support: Medium Reallocation room: High Switching friction: High

What helps

  • A meaningful share of the work can likely be reorganized around AI rather than removed outright.

See how this compares to similar occupations

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Structural AI exposure scores, not employment predictions. Methodology

V4.1 structural score · 2024 wages · Q4 2025 full live monitor · 562 occupations · 88 roles

Latest official labour release: MOM Labour Market Report Q4 2025 (2026-03-20)

Made by Kirill So · Built with Claude & GPT
MIT Licensed · Open Source · Structural release V4.1 · Updated 2026-03-20