Takeover Tracker

vs

42 shared · 3 different

core competencies

46%medium risk
Cooks, Fast Food

Side-by-Side Comparison

MetricDining Room and Cafeteria Attendants and Bartender HelpersCooks, Fast Food
Risk Score34.0%46.3%
Risk TierMedium RiskMedium Risk
Risk Percentile62th93th
Tasks at Risk (>50%)4 / 1512 / 15
Median Salary$32,670$30,160
Employment522K668K

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

Dining Room and Cafeteria Attendants and Bartender Helpers

24%

total discount

Cooks, Fast Food

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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