Takeover Tracker

vs

41 shared · 7 different

core competencies

46%medium risk
Cooks, Fast Food

Side-by-Side Comparison

MetricFood Preparation WorkersCooks, Fast Food
Risk Score36.7%46.3%
Risk TierMedium RiskMedium Risk
Risk Percentile71th93th
Tasks at Risk (>50%)7 / 1512 / 15
Median Salary$34,220$30,160
Employment889K668K

Skill Comparison

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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 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, Fast Food

12 of 15 at risk
88%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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