medium risk
Food Preparation Workersvs
51 shared · 6 different
core competencies
medium risk
Cooks, RestaurantSide-by-Side Comparison
Cooks, Restaurant leads 5–0| Metric | Food Preparation Workers | Cooks, Restaurant |
|---|---|---|
| Risk Score | 36.7% | 31.6% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 71th | 48th |
| Tasks at Risk (>50%) | 7 / 15 | 5 / 15 |
| Median Salary | $34,220 | $36,830 |
| Employment | 889K | 1.5M |
Skill Comparison
|
Sorted by largest difference
Food Production
Establishing and Maintaining Interpersonal Relationships
Customer and Personal Service
Perceptual Speed
Monitor Processes, Materials, or Surroundings
English Language
Protective Factors
Higher values indicate stronger protection against AI displacement
Food Preparation Workers
26%
total discount
Cooks, Restaurant
28%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Food Preparation Workers
7 of 15 at risk88%Take and record temperature of food and food storage areas, such as refrigerators and freezers.
87%Operate cash register, handle money, and give correct change.
64%Keep records of the quantities of food used.
59%Vacuum dining area and sweep and mop kitchen floor.
57%Distribute food to waiters and waitresses to serve to customers.
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.
Wage Comparison
Cooks, Restaurant earns +$2,610(+8%) vs Food Preparation Workers
Food Preparation WorkersCooks, Restaurant
10th
$23,490$28,010
25th
$28,740$31,310
Median
$34,220$36,830
75th
$37,540$43,610
90th
$44,260$47,340
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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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