Takeover Tracker

vs

55 shared · 12 different

core competencies

32%medium risk
Cooks, Restaurant

Side-by-Side Comparison

MetricFood Cooking Machine Operators and TendersCooks, Restaurant
Risk Score45.3%31.6%
Risk TierMedium RiskMedium Risk
Risk Percentile92th48th
Tasks at Risk (>50%)11 / 155 / 15
Median Salary$40,550$36,830
Employment28K1.5M

Skill Comparison

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Sorted by largest difference

Documenting/Recording Information
Controlling Machines and Processes
Performing for or Working Directly with the Public
Customer and Personal Service
Repairing and Maintaining Mechanical Equipment
Reaction Time
Operation and Control
Operation Monitoring
Thinking Creatively
Performing General Physical Activities
Training and Teaching Others
Handling and Moving Objects

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Cooking Machine Operators and Tenders

26%

total discount

Cooks, Restaurant

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Food Cooking Machine Operators and Tenders

11 of 15 at risk
88%Read work orders, recipes, or formulas to determine cooking times and temperatures, and ingredient specifications.
88%Record production and test data, such as processing steps, temperature and steam readings, cooking time, batches processed, and test results.
86%Listen for malfunction alarms, and shut down equipment and notify supervisors when necessary.
86%Notify or signal other workers to operate equipment or when processing is complete.
84%Observe gauges, dials, and product characteristics, and adjust controls to maintain appropriate temperature, pressure, and flow of ingredients.

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.

Wage Comparison

Cooks, Restaurant earns -$3,720(-9%) vs Food Cooking Machine Operators and Tenders
Food Cooking Machine Operators and TendersCooks, Restaurant
10th
$30,540$28,010
25th
$35,310$31,310
Median
$40,550$36,830
75th
$47,420$43,610
90th
$54,170$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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