Structural pressure
11%
Low RiskLikely 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.
Why This Score
24% of tasks overlap with current AI
38% human advantage from judgment & presence
62% 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. 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
Common tools in similar work
Derived from matched O*NET technology-skill profiles.
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%).
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
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.
Veterinarian
moderate transition · 54% match
Occupational therapist
moderate transition · 53% match
Medical diagnostic radiographer
moderate transition · 52% match
Physiotherapist
moderate transition · 52% match
Registered nurse and other nursing professional (e.g. clinical nurse, nurse educator, excluding enrolled nurse)
moderate transition · 52% match
Traditional Chinese medicine practitioner
moderate transition · 52% match
Podiatrist
moderate transition · 52% match
Dermatologist
moderate transition · 51% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 61131
Anthropic: -26pp vs theory
Raw Scores
AIOE 0.171 · θ 0.659 · C-AIOE 0.134
Stability
stable · Optimistic 9% (Low) · Pessimistic 14% (Low)
Confidence
83% · Crosswalk 1.00 · Market 0.65 · Fresh 0.84
Wage (SGD/mo)
25th 1,750 · Median 2,575 · 75th 3,500