What is the AI risk score for Office/Library attendant?

Office/Library attendant has an AI displacement risk of 20%, rated Moderate. AI task overlap: 32%. Human advantage: 16%. Singapore demand buffer: 75%.

Structural pressure

20%

Moderate Risk

Likely range

14–26%

Office/Library attendant

Cleaners, Labourers & Related Workers · SGD 2,118/mo (53% below median)

This model suggests AI is unlikely to significantly disrupt Office/Library attendant. low exposure with limited overlap across core tasks.

Compare

Stable High Confidence

No formal education Higher risk than 63% of occupations

Pressure 20%

Market 75%

Confidence 76%

Human Moat Low

Evidence

3/4 sources Sources diverge

Why This Score

AI Capability Overlap Increases risk

32% of tasks overlap with current AI

Human Coordination Reduces risk

16% human advantage from judgment & presence

Local Hiring Demand Reduces risk

75% demand buffer from SG labour market

Observed AI Adoption Increases risk

AI usage 34pp above theoretical exposure

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

Net Displacement Risk 20%

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

Adobe PhotoshopAtlassian JIRAExtensible markup language XMLFacebook

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

Public Administration & Education Services

52.2K

31%

Administrative & Support Services

38.6K

↓ cooling

23%

Accommodation & Food Services

38.4K

→ stable

Top 3 vacancy sector

23%

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 Resilient

Wage Pressure Resilient

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.

Office/Library attendant 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: Medium Reallocation room: Low Switching friction: High

CareersFinder ↗Jobs Transformation Maps ↗Skills Framework ↗

Easier Switch

Laboratory attendant 77%Car park attendant 77%Sports and recreational attendant (e.g. golf marshal, golf caddie, fun fair attendant, bowling alley attendant, swimming 76%

Lower Risk

Mover 65%Waste recycling sorter 71%Building caretaker/Watchman 74%

Better Pay

Laboratory attendant 77%Car park attendant 77%Sports and recreational attendant (e.g. golf marshal, golf caddie, fun fair attendant, bowling alley attendant, swimming 76%

Strong Demand

Laboratory attendant 77%Car park attendant 77%Mover 65%