AI Work Index

Structural pressure

61%

Very High Risk

Likely range

45–77%

Virtual Assistant

Remote administrative and coordination support — scheduling, email, research, data entry

Virtual Assistant faces significant structural AI displacement pressure. high exposure with few human bottlenecks to slow adoption.

Compare

Risk depends on your actual work split

45%
77%
At Risk Medium Confidence 3-component blend
Higher risk than 96% of occupations
Pressure 61%
Market 41%
Confidence 54%
Human Moat Low

Why This Score

AI Capability Overlap Increases risk

81% of tasks overlap with current AI

Human Coordination Reduces risk

16% human advantage from judgment & presence

Local Hiring Demand Reduces risk

41% demand buffer from SG labour market

Observed AI Adoption Increases risk

AI usage 18pp above theoretical exposure

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

Net Displacement Risk 61%

Blended across 3 occupations using the same score logic as an occupation page. How this works

Tasks AI can handle

Predictive maintenance scheduling, safety checklist automation, inventory management, and remote monitoring via sensors.

Where humans stay essential

Physical dexterity on job sites, real-time environmental adaptation, operating heavy equipment safely, and handling unexpected on-site conditions.

Skills to focus on

Hands-On ExpertiseOn-Site Problem SolvingSafety ProtocolsEquipment Proficiency

Common tools in similar work

Adobe InDesignAJAXAlteryx softwareAmazon Elastic Compute Cloud EC2

Blended from O*NET matches across 3 component occupations.

Singapore Reality

Current Singapore signal

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

Watch market

The Clerical, Sales & Service Workers labour market is under pressure. Vacancy rate is 3.1% and fell by 0.2 points from last quarter. recruitment is running above resignation (2.6% vs 1.6%). live job ads are present, with 7 visible postings in the last 30 days. employer pressure is low.

Vacancy rate

3.1%

↓ 11.4% year-on-year

Hiring balance

2.6%

recruit vs 1.6% resign

Retrenchment

1.5 per 1,000

Low incidence

Clerical, Sales & Service Workers data · Q4 2025 full

Top Industries

Where this work is concentrated

Wholesale & Retail Trade

↓ cooling
15%

Top 5 vacancy sector

Health & Social Services

10%

Financial & Insurance Services

↓ cooling
9%

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 Under Pressure
Wage Pressure Under Pressure

What To Do Next

Offset potential: Medium Separate from the core score. This is a blended estimate of how much demand, redesign room, and transition support could cushion pressure.

This estimated role shows some offset potential, but it depends on demand and transition pathways holding up across the blended occupation set.

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

What helps

  • Nearby moves and published transition support look reasonably strong.

What could slow it down

  • Current demand support is thin, so offsets may take longer to show up.

Blended from 3 component occupations. This remains a heuristic support layer rather than a direct measure of realised reinstatement.

Compare with similar roles or 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