Structural pressure
13%
Low RiskGardener and horticultural worker
This model suggests AI is unlikely to significantly disrupt Gardener and horticultural worker. low exposure with limited overlap across core tasks.
Limited buffers available against the structural pressure.
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
Role profile
Heuristic workflow context from shared occupation archetypes. This profile helps interpret the score; it is not a direct occupation-level measurement and is not part of the core net-risk formula.
Workflow dimensions (0 = low, 1 = high)
Singapore Now
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 · Q4 2025 full
How this changes by career stage
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
Adjacent pathways to investigate
Similarity-basedLandscape and plant nursery supervisor →
Building caretaker/Watchman →
Mover →
See 5 more
Office, commercial and industrial establishments multi-skilled cleaner cum machine operator →
Waste recycling sorter →
Aircraft loader (e.g. airport baggage/cargo handler) →
Housekeeping/Linen room attendant →
Vehicle attendant →
See how this compares to similar occupations
Compare with... →Classification
Higher risk than 46% of occupations· GCE O-Level / Secondary
Raw scores
AIOE 0.171 · θ 0.659 · C-AIOE 0.134
Stability
watch · Optimistic 10% · Pessimistic 16%
Sensitivity band
Exposure 17–31% · Net risk 8.63–17.26%
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
Crosswalk
direct · SSOC 61133
Anthropic: -26pp vs theory
Evidence quality
80% · Crosswalk 1.00 · Market 0.65 · Fresh 0.84
Task-weighted shadow evidence is not active for this occupation yet.
Exposure by source
Weights: aioe 24% · anthropic 26% · eloundou 25% · ilo 26%
Signal conflicts
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.