Structural pressure
7%
Low RiskLikely range
1–13%
Packing/Bottling/Labelling machine operator
Plant & Machine Operators & Assemblers · SGD 2,101/mo (53% below median)
This model suggests AI is unlikely to significantly disrupt Packing/Bottling/Labelling machine operator. low exposure with limited overlap across core tasks.
Why This Score
10% of tasks overlap with current AI
13% human advantage from judgment & presence
53% demand buffer from SG labour market
AI usage 6pp above 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
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%). 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
Top Industries
Where this work is concentrated
Transportation & Storage
84.7K
↑ hiring
Wholesale & Retail Trade
11.5K
↓ cooling
Top 5 vacancy sector
Administrative & Support Services
3.0K
↓ cooling
Industry vacancy overlays use the latest published detailed cross-tab (2025 QQ), which can lag the main labour monitor.
12-Month Outlook
Rule-based, not a prediction
What To Do Next
Packing/Bottling/Labelling machine operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.
What helps
- Nearby moves and published transition support look reasonably strong.
Easier Switch
Printing machine operator 66%Stationary plant and machine supervisor/general foreman 64%Metal heat treating plant operator 64%Lower Risk
Crane/Hoist operator (excluding port) 59%Excavating/Trench digging machine operator 59%Mover 59%Printing machine operator
moderate transition · 66% match
Stationary plant and machine supervisor/general foreman
moderate transition · 64% match
Metal heat treating plant operator
moderate transition · 64% match
Dairy and confectionery products machine operator
moderate transition · 64% match
Metalworking machine setter-operator
moderate transition · 63% match
Sewing machine operator
moderate transition · 61% match
Precision grinding machine setter-operator
moderate transition · 61% match
Metal melter, caster and rolling mill operator
moderate transition · 60% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 81830
Anthropic: +6pp vs theory
Raw Scores
AIOE -1.050 · θ 0.610 · C-AIOE -0.880
Stability
watch · Optimistic 1% (Very Low) · Pessimistic 13% (Low)
Confidence
83% · Crosswalk 0.82 · Market 0.65 · Fresh 0.84
Wage (SGD/mo)
25th 1,600 · Median 2,101 · 75th 3,020