What is the AI risk score for Doorman?

Doorman has an AI displacement risk of 7%, rated Low. AI task overlap: 12%. Human advantage: 26%. Singapore demand buffer: 65%.

Structural pressure

Low Risk

Likely range

1–12%

Doorman

Cleaners, Labourers & Related Workers · SGD 2,534/mo (44% below median)

This model suggests AI is unlikely to significantly disrupt Doorman. low exposure with limited overlap across core tasks.

Compare

Stable Medium Confidence

GCE O-Level / Secondary Higher risk than 25% of occupations

Pressure 7%

Market 65%

Confidence 58%

Human Moat Low

Evidence

3/4 sources Sources agree: low

Why This Score

AI Capability Overlap Increases risk

12% of tasks overlap with current AI

Human Coordination Reduces risk

26% human advantage from judgment & presence

Local Hiring Demand Reduces risk

65% demand buffer from SG labour market

Observed AI Adoption Increases risk

AI usage 3pp above theoretical exposure

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

Net Displacement Risk 7%

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

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.

Doorman 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

Building caretaker/Watchman 77%Laboratory attendant 71%Car park attendant 71%

Lower Risk

Waste recycling sorter 64%Building caretaker/Watchman 77%

Better Pay

Building caretaker/Watchman 77%Laboratory attendant 71%Car park attendant 71%

Strong Demand

Laboratory attendant 71%Car park attendant 71%Building caretaker/Watchman 77%

Building caretaker/Watchman

easy transition · 77% match

Laboratory attendant

easy transition · 71% match

Car park attendant

easy transition · 71% match

Sports and recreational attendant (e.g. golf marshal, golf caddie, fun fair attendant, bowling alley attendant, swimming

moderate transition · 70% match

Concierge (hotel)

moderate transition · 69% match

Hospital/Clinic attendant

moderate transition · 68% match

Office/Library attendant

moderate transition · 68% match

Bell captain

moderate transition · 67% match

See how this compares to similar occupations

Compare with... →