Takeover Tracker
34%medium risk
Cooks, Short Order
vs

41 shared · 3 different

core competencies

Side-by-Side Comparison

MetricCooks, Short OrderFood Servers, Nonrestaurant
Risk Score33.8%44.0%
Risk TierMedium RiskMedium Risk
Risk Percentile61th90th
Tasks at Risk (>50%)5 / 117 / 14
Median Salary$35,620$34,460
Employment150K272K

Skill Comparison

|

Sorted by largest difference

Monitor Processes, Materials, or Surroundings
Time Sharing
Processing Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Cooks, Short Order

27%

total discount

Food Servers, Nonrestaurant

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Food Servers, Nonrestaurant

7 of 14 at risk
88%Total checks, present them to customers, and accept payment for services.
87%Take food orders and relay orders to kitchens or serving counters so they can be filled.
87%Record amounts and types of special food items served to customers.
77%Monitor food distribution, ensuring that meals are delivered to the correct recipients and that guidelines, such as those for special diets, are followed.
77%Monitor food preparation or serving techniques to ensure that proper procedures are followed.

Wage Comparison

Food Servers, Nonrestaurant earns -$1,160(-3%) vs Cooks, Short Order
Cooks, Short OrderFood Servers, Nonrestaurant
10th
$23,770$26,590
25th
$30,160$29,800
Median
$35,620$34,460
75th
$39,990$37,550
90th
$46,010$44,770

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cooks, Short Order20282035
Food Servers, Nonrestaurant20282035
20242030203520402045

Cooks, Short Order has a longer runway before significant displacement, projected 0 years later than Food Servers, Nonrestaurant.

Risk-Adjusted Salary

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

Cooks, Short Order

$23,584

from $35,620

Food Servers, Nonrestaurant

$19,294

from $34,460

After adjusting for AI risk, Cooks, Short Order offers $4,290 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Cooks,

0

Unique to Food

Combined Protection Strategy

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

Creativity
Fine Manipulation
Regulatory Barriers
Social Intelligence
Cooks, Short OrderFood Servers, Nonrestaurant