Takeover Tracker

32%medium risk
Cooks, Restaurant
vs

51 shared · 6 different

core competencies

34%medium risk
Cooks, Short Order

Side-by-Side Comparison

MetricCooks, RestaurantCooks, Short Order
Risk Score31.6%33.8%
Risk TierMedium RiskMedium Risk
Risk Percentile48th61th
Tasks at Risk (>50%)5 / 155 / 11
Median Salary$36,830$35,620
Employment1.5M150K

Skill Comparison

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Sorted by largest difference

Food Production
Communicating with Supervisors, Peers, or Subordinates
Establishing and Maintaining Interpersonal Relationships
Performing General Physical Activities
Controlling Machines and Processes
Updating and Using Relevant Knowledge

Protective Factors

Higher values indicate stronger protection against AI displacement

Cooks, Restaurant

28%

total discount

Cooks, Short Order

27%

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.

Cooks, Short Order

5 of 11 at risk
88%Accept payments, and make change or write charge slips as necessary.
75%Order supplies and stock them on shelves.
74%Plan work on orders so that items served together are finished at the same time.
53%Complete orders from steam tables, placing food on plates and serving customers at tables or counters.
51%Perform food preparation tasks, such as making sandwiches, carving meats, making soups or salads, baking breads or desserts, and brewing coffee or tea.

Wage Comparison

Cooks, Short Order earns -$1,210(-3%) vs Cooks, Restaurant
Cooks, RestaurantCooks, Short Order
10th
$28,010$23,770
25th
$31,310$30,160
Median
$36,830$35,620
75th
$43,610$39,990
90th
$47,340$46,010

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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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