Takeover Tracker

vs

53 shared · 6 different

core competencies

Side-by-Side Comparison

MetricFood Preparation WorkersCooks, Institution and Cafeteria
Risk Score36.7%39.8%
Risk TierMedium RiskMedium Risk
Risk Percentile71th80th
Tasks at Risk (>50%)7 / 159 / 15
Median Salary$34,220$36,450
Employment889K448K

Skill Comparison

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Sorted by largest difference

Administration and Management
Time Sharing
Management of Personnel Resources
Customer and Personal Service
Scheduling Work and Activities
MonitoringAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Preparation Workers

26%

total discount

Cooks, Institution and Cafeteria

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Cooks, Institution and Cafeteria

9 of 15 at risk
87%Compile and maintain records of food use and expenditures.
86%Monitor use of government food commodities to ensure that proper procedures are followed.
86%Monitor menus and spending to ensure that meals are prepared economically.
80%Monitor and record food temperatures to ensure safety of food.
78%Take inventory of supplies and equipment.

Wage Comparison

Cooks, Institution and Cafeteria earns +$2,230(+7%) vs Food Preparation Workers
Food Preparation WorkersCooks, Institution and Cafeteria
10th
$23,490$26,800
25th
$28,740$30,530
Median
$34,220$36,450
75th
$37,540$42,860
90th
$44,260$48,320

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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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