Structural pressure
13%
Low RiskLikely range
10–16%
Gardener and horticultural worker
Agricultural & Fishery Workers · SGD 1,800/mo (60% below median)
This model suggests AI is unlikely to significantly disrupt Gardener and horticultural worker. low exposure with limited overlap across core tasks.
Why This Score
24% of tasks overlap with current AI
38% human advantage from judgment & presence
39% demand buffer from SG labour market
AI usage 26pp below theoretical exposure
These factors combine multiplicatively — larger bars do not mean proportionally larger contributions to the final score.
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
Singapore Reality
Current Singapore signal
Labour now, industry footprint, and a directional 12-month read.
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
12-Month Outlook
Rule-based, not a prediction
What To Do Next
Gardener and horticultural worker has limited offset support right now. The model still sees fewer clear pathways for demand persistence, role redesign, or quick redeployment.
Aquarium fish farm worker
moderate transition · 58% match
Mover
moderate transition · 55% match
Excavating/Trench digging machine operator
moderate transition · 55% match
Waste recycling sorter
moderate transition · 55% match
Crane/Hoist operator (excluding port)
moderate transition · 54% match
Cleaning supervisor
moderate transition · 54% match
Building caretaker/Watchman
moderate transition · 54% match
Aircraft loader (e.g. airport baggage/cargo handler)
moderate transition · 54% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 61133
Anthropic: -26pp vs theory
Raw Scores
AIOE 0.171 · θ 0.659 · C-AIOE 0.134
Stability
watch · Optimistic 10% (Low) · Pessimistic 16% (Moderate)
Confidence
80% · Crosswalk 1.00 · Market 0.65 · Fresh 0.84
Wage (SGD/mo)
25th 1,750 · Median 1,800 · 75th 1,900