medium risk
Cooks, Restaurantvs
54 shared · 10 different
core competencies
Side-by-Side Comparison
Cooks, Restaurant leads 4–1| Metric | Cooks, Restaurant | Packaging and Filling Machine Operators and Tenders |
|---|---|---|
| Risk Score | 31.6% | 47.5% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 48th | 95th |
| Tasks at Risk (>50%) | 5 / 15 | 13 / 15 |
| Median Salary | $36,830 | $40,900 |
| Employment | 1.5M | 384K |
Skill Comparison
|
Sorted by largest difference
Food Production
Mechanical
Operating Vehicles, Mechanized Devices, or Equipment
Production and Processing
Customer and Personal Service
Reaction Time
Developing and Building Teams
Operation and Control
Inspecting Equipment, Structures, or Material
Operation Monitoring
Protective Factors
Higher values indicate stronger protection against AI displacement
Cooks, Restaurant
28%
total discount
Packaging and Filling Machine Operators and Tenders
26%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Cooks, Restaurant
5 of 15 at risk86%Estimate expected food consumption, requisition or purchase supplies, or procure food from storage.
77%Ensure freshness of food and ingredients by checking for quality, keeping track of old and new items, and rotating stock.
71%Ensure food is stored and cooked at correct temperature by regulating temperature of ovens, broilers, grills, and roasters.
59%Weigh, measure, and mix ingredients according to recipes or personal judgment, using various kitchen utensils and equipment.
58%Bake, roast, broil, and steam meats, fish, vegetables, and other foods.
Packaging and Filling Machine Operators and Tenders
13 of 15 at risk87%Regulate machine flow, speed, or temperature.
86%Observe machine operations to ensure quality and conformity of filled or packaged products to standards.
84%Monitor the production line, watching for problems such as pile-ups, jams, or glue that isn't sticking properly.
69%Package the product in the form in which it will be sent out, for example, filling bags with flour from a chute or spout.
67%Sort, grade, weigh, and inspect products, verifying and adjusting product weight or measurement to meet specifications.
Wage Comparison
Packaging and Filling Machine Operators and Tenders earns +$4,070(+11%) vs Cooks, Restaurant
Cooks, RestaurantPackaging and Filling Machine Operators and Tenders
10th
$28,010$31,890
25th
$31,310$36,250
Median
$36,830$40,900
75th
$43,610$48,440
90th
$47,340$58,910
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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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