AI Work Index

9%

Low Risk

Manicurist

Service & Sales Workers · SGD 2,100/mo (53% below median)

AI is unlikely to significantly disrupt this role. low exposure — limited overlap with core tasks.

Stable High Confidence Higher risk than 35% of occupations
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Score Breakdown

AI Capability Overlap Increases risk

20% of tasks overlap with current AI

Human Coordination Reduces risk

41% human advantage from judgment & presence

Local Hiring Demand Reduces risk

59% demand buffer from SG labour market

Observed AI Adoption Reduces risk

AI usage 9pp below theoretical exposure

Net Displacement Risk 9%

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

What AI Changes

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.

This role involves real-time coordination, strong client relationships, physical presence. AI has limited application to some of the technical and analytical work, but can't replace the coordination and judgment and physical presence required.

Skills to focus on

Emotional Intelligence

Reading customer needs and responding with empathy, patience, and genuine care

Conflict De-escalation

Turning negative experiences into positive ones through calm, confident communication

Cultural Sensitivity

Adapting service style to diverse customer backgrounds and expectations

Experience Crafting

Creating moments that make customers feel valued and eager to return

Brynjolfsson et al. (2023) found customer service agents using AI saw +14% productivity, with the biggest gains among junior workers — AI compressed the experience gap.

Market Context

Labour Market

Watch

Clerical, Sales & Service Workers

3.3% ↓ 5.7% YoY

Vacancy rate · 2025 Q3

2021 2025

Hiring

Recruitment exceeds resignation

2.5% recruit · 1.5% resign

Retrenchment

0.9 per 1,000 employees

Low

Re-employment

80.1% within 12 months

60.5% within 6 months

Cluster-level data, not occupation-specific · Source: Labour Market Report Q3 2025, MRSD, MOM

Outlook

12-Month Direction (Base Case)

Stable

Displacement Pressure

Resilient

Augmentation Upside

At Risk

Demand Outlook

Watch

Wage Pressure

Resilient

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