AI Work Index

8%

Low Risk

Construction manager

Managers · SGD 7,600/mo (69% above median)

AI is likely to enhance this role, not replace it. high exposure, but strong human bottlenecks mean AI augments rather than substitutes.

Augmented High Confidence Higher risk than 32% of occupations
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Score Breakdown

AI Capability Overlap Increases risk

71% of tasks overlap with current AI

Human Coordination Reduces risk

85% human advantage from judgment & presence

Local Hiring Demand Reduces risk

54% demand buffer from SG labour market

Observed AI Adoption Reduces risk

AI usage 6pp below theoretical exposure

Net Displacement Risk 8%

Exposure × (1 − Bottleneck) × Market Modifier. Band stability: watch. How this works

What AI Changes

Tasks AI can handle

Demand forecasting, route optimization, inventory tracking, order processing automation, and supplier performance dashboards.

Where humans stay essential

Managing supplier relationships, handling disruptions in real time, negotiating contracts, quality assurance for non-standard goods, and adapting logistics to local regulations.

This role balances structured execution. AI can augment the more structured tasks, while the overall task structure anchors the human contribution.

Skills to focus on

Supply Chain Resilience

Building redundancy and flexibility into supply chains to handle disruptions gracefully

Vendor Negotiation

Securing favorable terms while maintaining long-term supplier partnerships

Process Optimization

Identifying bottlenecks and waste in operational workflows through direct observation

Regulatory Compliance

Navigating import/export rules, safety standards, and local regulations across jurisdictions

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

Resilient

Augmentation Upside

Under Pressure

Demand Outlook

Watch

Wage Pressure

Watch

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

Career Paths

Structural AI exposure scores, not employment predictions. Methodology

V3.1 · 2024 wages · Q3 2025 full + Q4 2025 advance labour data · 562 occupations · 80 roles