Structural pressure
6%
Low RiskAquarium fish farm worker
This model suggests AI is unlikely to significantly disrupt Aquarium fish farm worker. low exposure with limited overlap across core tasks.
Limited buffers available against the structural pressure.
Why This Score
11% of tasks overlap with current AI
35% human advantage from judgment & presence
55% demand buffer from SG labour market
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
Aquarium fish farm 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-basedSee how this compares to similar occupations
Compare with... →Classification
Higher risk than 21% of occupations· No formal education
Raw scores
AIOE -1.513 · θ 0.656 · C-AIOE -1.197
Stability
watch · Optimistic 3% · Pessimistic 8%
Sensitivity band
Exposure 3–18% · Net risk 1.27–9.57%
Scoring basis
Not published. No scoring-basis metadata is available for this occupation.
Wage range (SGD/mo)
25th 3,165 · Median 3,630 · 75th 4,069
Evidence & sources
Crosswalk
direct · SSOC 62212
Evidence quality
77% · Crosswalk 1.00 · Market 0.65 · Fresh 0.75
Threshold high · Published medium · capped for sparse source coverage
100% weighted task match · 0% effective coverage
Exposure by source
Weights: aioe 47% · ilo 53%
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.