Takeover Tracker

32%medium risk
Cooks, Restaurant
vs

51 shared · 6 different

core competencies

Side-by-Side Comparison

MetricCooks, RestaurantFood Preparation Workers
Risk Score31.6%36.7%
Risk TierMedium RiskMedium Risk
Risk Percentile48th71th
Tasks at Risk (>50%)5 / 157 / 15
Median Salary$36,830$34,220
Employment1.5M889K

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

Cooks, Restaurant

28%

total discount

Food Preparation Workers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Cooks, Restaurant

5 of 15 at risk
86%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.

Food Preparation Workers

7 of 15 at risk
88%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.

Wage Comparison

Food Preparation Workers earns -$2,610(-7%) vs Cooks, Restaurant
Cooks, RestaurantFood Preparation Workers
10th
$28,010$23,490
25th
$31,310$28,740
Median
$36,830$34,220
75th
$43,610$37,540
90th
$47,340$44,260

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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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