AI Work Index

Structural pressure

11%

Low Risk

Likely range

9–14%

Landscape and plant nursery supervisor

Agricultural & Fishery Workers · SGD 2,575/mo (43% below median)

This model suggests AI is unlikely to significantly disrupt Landscape and plant nursery supervisor. low exposure with limited overlap across core tasks.

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Stable High Confidence
GCE O-Level / Secondary Higher risk than 43% of occupations
Pressure 11%
Market 62%
Confidence 83%
Human Moat Medium
Evidence
4/4 sources Sources diverge

Why This Score

AI Capability Overlap Increases risk

24% of tasks overlap with current AI

Human Coordination Reduces risk

38% human advantage from judgment & presence

Local Hiring Demand Reduces risk

62% demand buffer from SG labour market

Observed AI Adoption Reduces risk

AI usage 26pp below theoretical exposure

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

Net Displacement Risk 11%

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

Tasks AI can handle

Diagnostic pattern recognition, medical literature synthesis, appointment scheduling, patient record summarization, and drug interaction checking.

Where humans stay essential

Patient examination, clinical judgment under uncertainty, empathetic communication, emergency decision-making, and informed consent processes.

Skills to focus on

Clinical ReasoningPatient CommunicationEmergency ResponseEthical Decision-Making

Common tools in similar work

Adobe Creative Cloud softwareAdobe IllustratorAdobe InDesignAdobe Photoshop

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%).

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

12-Month Outlook

Rule-based, not a prediction

Stable
Displacement Resilient
Augmentation At Risk
Demand Watch
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.

Landscape and plant nursery supervisor has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.

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

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