Takeover Tracker
vs

42 shared · 9 different

core competencies

34%medium risk
Cooks, Short Order

Side-by-Side Comparison

MetricDining Room and Cafeteria Attendants and Bartender HelpersCooks, Short Order
Risk Score34.0%33.8%
Risk TierMedium RiskMedium Risk
Risk Percentile62th61th
Tasks at Risk (>50%)4 / 155 / 11
Median Salary$32,670$35,620
Employment522K150K

Skill Comparison

|

Sorted by largest difference

Production and Processing
Performing for or Working Directly with the Public
Assisting and Caring for Others
Time Sharing
Reading ComprehensionAI-Vulnerable
Establishing and Maintaining Interpersonal Relationships
Near Vision
Control Precision
Stamina

Protective Factors

Higher values indicate stronger protection against AI displacement

Dining Room and Cafeteria Attendants and Bartender Helpers

24%

total discount

Cooks, Short Order

27%

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, Short Order

5 of 11 at risk
88%Accept payments, and make change or write charge slips as necessary.
75%Order supplies and stock them on shelves.
74%Plan work on orders so that items served together are finished at the same time.
53%Complete orders from steam tables, placing food on plates and serving customers at tables or counters.
51%Perform food preparation tasks, such as making sandwiches, carving meats, making soups or salads, baking breads or desserts, and brewing coffee or tea.

Wage Comparison

Cooks, Short Order earns +$2,950(+9%) vs Dining Room and Cafeteria Attendants and Bartender Helpers
Dining Room and Cafeteria Attendants and Bartender HelpersCooks, Short Order
10th
$22,260$23,770
25th
$27,830$30,160
Median
$32,670$35,620
75th
$36,880$39,990
90th
$46,380$46,010

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Dining Room and Cafeteria Attendants and Bartender Helpers20282035
Cooks, Short Order20282035
20242030203520402045

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

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, Short Order

$23,584

from $35,620

After adjusting for AI risk, Cooks, Short Order offers $2,019 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

Creativity
Social Intelligence
Decision Complexity
Fine Manipulation
Dining Room and Cafeteria Attendants and Bartender HelpersCooks, Short Order