Takeover Tracker

46%medium risk
Cooks, Fast Food
vs

41 shared · 7 different

core competencies

Side-by-Side Comparison

MetricCooks, Fast FoodFood Preparation Workers
Risk Score46.3%36.7%
Risk TierMedium RiskMedium Risk
Risk Percentile93th71th
Tasks at Risk (>50%)12 / 157 / 15
Median Salary$30,160$34,220
Employment668K889K

Skill Comparison

|

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

Cooks, Fast Food

23%

total discount

Food Preparation Workers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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 +$4,060(+13%) vs Cooks, Fast Food
Cooks, Fast FoodFood Preparation Workers
10th
$22,370$23,490
25th
$26,540$28,740
Median
$30,160$34,220
75th
$35,710$37,540
90th
$38,980$44,260

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Head-to-head task automation timeline
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Risk-adjusted salary comparison
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