What is the AI risk score for Air-conditioning/Refrigeration equipment mechanic?

Air-conditioning/Refrigeration equipment mechanic has an AI displacement risk of 6%, rated Low. AI task overlap: 17%. Human advantage: 61%. Singapore demand buffer: 28%.

Structural pressure

Low Risk

Likely range

3–10%

Air-conditioning/Refrigeration equipment mechanic

Craftsmen & Related Trades Workers · SGD 3,263/mo (27% below median)

This model suggests AI is unlikely to significantly disrupt Air-conditioning/Refrigeration equipment mechanic. low exposure with limited overlap across core tasks.

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Stable Medium Confidence

GCE O-Level / Secondary Higher risk than 22% of occupations

Pressure 6%

Market 28%

Confidence 58%

Human Moat High

Evidence

4/4 sources Sources diverge Contested

Why This Score

AI Capability Overlap Increases risk

17% of tasks overlap with current AI

Human Coordination Reduces risk

61% human advantage from judgment & presence

Local Hiring Demand Reduces risk

28% demand buffer from SG labour market

Observed AI Adoption Increases risk

AI usage 36pp above theoretical exposure

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

Net Displacement Risk 6%

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

Autodesk AutoCADSAP softwareAlerton Ascent CompassBuilding automation software

Derived from matched O*NET technology-skill profiles.

Singapore Reality

Current Singapore signal

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

Strong market

The Production & Transport Operators, Cleaners & Labourers labour market is strong. Vacancy rate is 2.8% and rose by 0.8 points from last quarter. recruitment is running above resignation (2.4% vs 1.5%). employer pressure is low.

Vacancy rate

2.8%

↑ 16.7% year-on-year

Hiring balance

2.4%

recruit vs 1.5% resign

Retrenchment

1.5 per 1,000

Low incidence

Production & Transport Operators, Cleaners & Labourers data · Q4 2025 full

Top Industries

Where this work is concentrated

Wholesale & Retail Trade

9.0K

↓ cooling

Top 5 vacancy sector

17%

Other Community, Social & Personal Services

3.6K

Administrative & Support Services

2.8K

↓ cooling

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 Under Pressure

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.

Air-conditioning/Refrigeration equipment mechanic 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: High Reallocation room: Medium Switching friction: High

What helps