AI Work Index

Structural pressure

49%

High Risk

Likely range

42–56%

Applications/Systems programmer

Professionals · SGD 6,500/mo (44% above median)

Applications/Systems programmer shows mixed AI signals: high exposure, but also strong human dependencies and organizational friction.

Compare
Mixed Medium Confidence In demand (SOL 2026)
Graduate Degree Higher risk than 90% of occupations
Pressure 49%
Market 60%
Confidence 70%
Human Moat Low
Evidence
2/4 sources Sources agree: high Contested

Why This Score

AI Capability Overlap Increases risk

88% of tasks overlap with current AI

Human Coordination Reduces risk

30% human advantage from judgment & presence

Local Hiring Demand Reduces risk

60% demand buffer from SG labour market

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 49%

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

System DesignDebugging Complex SystemsStakeholder CommunicationSecurity Awareness

Common tools in similar work

Adobe AcrobatAdobe IllustratorAdobe PhotoshopAJAX

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%). 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

18%

Financial & Insurance Services

97.0K

↓ cooling

16%

Professional Services

80.1K

→ stable

Top 4 vacancy sector

13%

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 Under Pressure
Augmentation At Risk
Demand Watch
Wage Pressure Under Pressure

Methodology

What To Do Next

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

Applications/Systems programmer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.

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

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