Takeover Tracker

46%medium risk
Cooks, Fast Food
vs

42 shared · 3 different

core competencies

Side-by-Side Comparison

MetricCooks, Fast FoodDining Room and Cafeteria Attendants and Bartender Helpers
Risk Score46.3%34.0%
Risk TierMedium RiskMedium Risk
Risk Percentile93th62th
Tasks at Risk (>50%)12 / 154 / 15
Median Salary$30,160$32,670
Employment668K522K

Skill Comparison

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Sorted by largest difference

Extent Flexibility
Multilimb Coordination
Static Strength

Protective Factors

Higher values indicate stronger protection against AI displacement

Cooks, Fast Food

23%

total discount

Dining Room and Cafeteria Attendants and Bartender Helpers

24%

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.

Dining Room and Cafeteria Attendants and Bartender Helpers

4 of 15 at risk
86%Run cash registers.
61%Carry food, dishes, trays, or silverware from kitchens or supply departments to serving counters.
61%Carry trays from food counters to tables for cafeteria patrons.
61%Mix and prepare flavors for mixed drinks.
47%Serve ice water, coffee, rolls, or butter to patrons.

Wage Comparison

Dining Room and Cafeteria Attendants and Bartender Helpers earns +$2,510(+8%) vs Cooks, Fast Food
Cooks, Fast FoodDining Room and Cafeteria Attendants and Bartender Helpers
10th
$22,370$22,260
25th
$26,540$27,830
Median
$30,160$32,670
75th
$35,710$36,880
90th
$38,980$46,380

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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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