medium risk
Food Preparation Workersvs
41 shared · 7 different
core competencies
medium risk
Cooks, Fast FoodSide-by-Side Comparison
Food Preparation Workers leads 5–0| Metric | Food Preparation Workers | Cooks, Fast Food |
|---|---|---|
| Risk Score | 36.7% | 46.3% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 71th | 93th |
| Tasks at Risk (>50%) | 7 / 15 | 12 / 15 |
| Median Salary | $34,220 | $30,160 |
| Employment | 889K | 668K |
Skill Comparison
|
Sorted by largest difference
Customer and Personal Service
Administration and Management
Thinking Creatively
Communicating with Persons Outside Organization
Performing General Physical Activities
Handling and Moving Objects
Finger Dexterity
Protective Factors
Higher values indicate stronger protection against AI displacement
Food Preparation Workers
26%
total discount
Cooks, Fast Food
23%
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, Fast Food
12 of 15 at risk88%Take food and drink orders and receive payment from customers.
76%Verify that prepared food meets requirements for quality and quantity.
75%Read food order slips or receive verbal instructions as to food required by patron, and prepare and cook food according to instructions.
61%Prepare and serve beverages, such as coffee or fountain drinks.
59%Prepare specialty foods, such as pizzas, fish and chips, sandwiches, or tacos, following specific methods that usually require short preparation time.
Wage Comparison
Cooks, Fast Food earns -$4,060(-12%) vs Food Preparation Workers
Food Preparation WorkersCooks, Fast Food
10th
$23,490$22,370
25th
$28,740$26,540
Median
$34,220$30,160
75th
$37,540$35,710
90th
$44,260$38,980
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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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