AI Work Index

Structural pressure

10%

Low Risk

Likely range

7–12%

Wellness centre manager (e.g. hair/beauty/slimming/spa/manicure/massage)

Managers · SGD 5,635/mo (25% above median)

This model suggests AI is unlikely to significantly disrupt Wellness centre manager (e.g. hair/beauty/slimming/spa/manicure/massage). moderate exposure with limited overlap across core tasks.

Compare
Stable Medium Confidence
University Degree Higher risk than 35% of occupations
Pressure 10%
Market 52%
Confidence 54%
Human Moat High
Evidence
2/4 sources Sources aligned

Why This Score

AI Capability Overlap Increases risk

35% of tasks overlap with current AI

Human Coordination Reduces risk

66% human advantage from judgment & presence

Local Hiring Demand Reduces risk

52% demand buffer from SG labour market

Observed AI Adoption Increases risk

AI usage 12pp above theoretical exposure

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

Net Displacement Risk 10%

Exposure × (1 − Bottleneck) × Market Modifier. How this works

Tasks AI can handle

Reservation management, menu recommendations, order processing, loyalty program tracking, and basic customer query handling via chatbots.

Where humans stay essential

Genuine hospitality and warmth, reading customer moods, handling complaints gracefully, creating memorable experiences, and adapting service to cultural expectations.

Skills to focus on

Emotional IntelligenceConflict De-escalationCultural SensitivityExperience Crafting

Common tools in similar work

Adobe Creative Cloud softwareAdobe PhotoshopAmazon Web Services AWS softwareApache Hadoop

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%).

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 At Risk
Demand Watch
Wage Pressure Watch

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.

Wellness centre manager (e.g. hair/beauty/slimming/spa/manicure/massage) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.

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

What helps

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

What could slow it down

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

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