AI displacement pressure
12%
Low RiskGardener and horticultural worker
Gardener and horticultural worker has 24% AI task overlap and 32% human bottleneck protection — lower risk than 54% of occupations in the live market. Current AI capabilities have limited overlap with core tasks.
Why This Score
24% of tasks overlap with current AI
32% human advantage from judgment & presence
39% demand buffer from the local labour market
AI usage 26pp below theoretical exposure
These factors interact with each other — the final score is not a simple sum of these bars.
How much AI overlaps with this job's tasks, offset by human advantages and local demand. Score stability: watch. How this works
Tasks AI can handle
With 24% AI task overlap (based on Felten AIOE, Anthropic Economic Index, Eloundou GPT exposure, and ILO occupational exposure), the Gardener and horticultural worker tasks most exposed include: predictive maintenance scheduling, safety checklist automation, inventory management, and remote monitoring via sensors.
What AI can't do here
At 32% human bottleneck protection, the tasks that remain hardest to automate for Gardener and horticultural worker include: physical dexterity on job sites, real-time environmental adaptation, operating heavy equipment safely, and handling unexpected on-site conditions.
Skills to focus on
Sources: Felten AIOE (2021), Anthropic Economic Index (2026), Eloundou GPT Exposure (2023), ILO GenAI (2025), Pizzinelli et al. bottleneck model. Full methodology.
Role profile
How this role's work breaks down across key dimensions. This is a general profile, not an individual measurement.
Workflow dimensions (0 = low, 1 = high)
Singapore Now
Current labour market conditions and how they affect this role.
Still healthy locally. Hiring remains positive and retrenchment stays low, even if demand is not accelerating.
Vacancy
2.8%
↑ 16.7% YoY
Hiring
2.4%
vs 1.5% resign
Retrenchment
1.5
per 1,000 · low
Re-entry
78.1%
find work in 12mo· -4.5pp
Production & Transport Operators, Cleaners & Labourers · 2025 Q4
How this changes by career stage
Senior workers benefit from institutional knowledge and judgment that AI cannot replicate. Entry-level roles have higher task overlap with AI.
What You Can Do
Gardener and horticultural worker has some offset potential, but it depends on demand holding up in practice and on workers clearing the main switching frictions.
Published transition support
Related roles you could transition to
Similarity-basedCompare within Agricultural & Fishery Workers
See how this compares to similar occupations
Compare with... →Classification
Higher risk than 46% of occupations
Raw scores
AIOE 0.171 · θ 0.659 · C-AIOE 0.141
Stability
watch · Optimistic 10% · Pessimistic 16%
Score range (best/worst case)
Exposure 17–31% · Net risk 8.36–16.42%
Scoring basis
Not published. No scoring-basis metadata is available for this occupation.
Wage range (SGD/mo)
25th 1,750 · Median 1,800 · 75th 1,900
Evidence & sources
Data matching
direct · SSOC 61133
Real-world AI usage: -26% vs estimated
Data quality
80% · Matching 1.00 · Market data 0.65 · Freshness 0.84
Task-weighted shadow evidence is not active for this occupation yet.
AI overlap by data source
Weights: aioe 24% · anthropic 26% · eloundou 25% · ilo 26%
Conflicting data signals
Worker profile & local context
- Vacancy rate is 2.8% and rose by 0.8 points from last quarter.
- Hiring read: recruitment is running above resignation (2.4% vs 1.5%).
- Retrenchment was low at 1.5 per 1,000 employees.
- 78.1% of retrenched workers re-entered employment within 12 months.
- Employer pressure is low, based on 1 recent Singapore-relevant company signals.
Frequently asked questions
Will AI replace Gardener and horticultural worker?
Gardener and horticultural worker has 24% AI task overlap and 32% human bottleneck protection — lower risk than 54% of occupations in the live market. Current AI capabilities have limited overlap with core tasks. Net displacement risk: 12% (Low). Median wage: SGD 1,800/month.
What is the AI risk score for Gardener and horticultural worker?
Gardener and horticultural worker has an AI displacement risk of 12%, rated Low. AI task overlap: 24%. Human advantage: 32%. Local demand buffer: 39%.
What career transitions are available for Gardener and horticultural worker?
Gardener and horticultural worker has modeled transition pathways to related occupations. The strongest adjacent pathway is Landscape and plant nursery supervisor, based on skill and wage similarity (model-estimated). Transition scoring accounts for wage preservation, training ease, and destination quality.
How does Gardener and horticultural worker salary compare in the live market?
Gardener and horticultural worker earns a median gross wage of SGD 1,800/month in the live market (25th-75th percentile: SGD 1,750-1,900). This is 60% below median across all 562 scored occupations, and 30% below group median within Agricultural & Fishery Workers occupations.