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

|

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Dining Room and Cafeteria Attendants and Bartender Helpers20282035
Cooks, Fast Food20282035
20242030203520402045

Dining Room and Cafeteria Attendants and Bartender Helpers has a longer runway before significant displacement, projected 0 years later than Cooks, Fast Food.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Dining Room and Cafeteria Attendants and Bartender Helpers

$21,565

from $32,670

Cooks, Fast Food

$16,211

from $30,160

After adjusting for AI risk, Dining Room and Cafeteria Attendants and Bartender Helpers offers $5,354 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Dining

0

Unique to Cooks,

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Fine Manipulation
Social Intelligence
Regulatory Barriers
Creativity
Dining Room and Cafeteria Attendants and Bartender HelpersCooks, Fast Food