Takeover Tracker
32%medium risk
Cooks, Restaurant
vs

29 shared · 24 different

core competencies

Side-by-Side Comparison

MetricCooks, RestaurantFood Servers, Nonrestaurant
Risk Score31.6%44.0%
Risk TierMedium RiskMedium Risk
Risk Percentile48th90th
Tasks at Risk (>50%)5 / 157 / 14
Median Salary$36,830$34,460
Employment1.5M272K

Skill Comparison

|

Sorted by largest difference

Food Production
Updating and Using Relevant Knowledge
Analyzing Data or Information
Identifying Objects, Actions, and Events
Scheduling Work and Activities
Developing Objectives and Strategies
Monitor Processes, Materials, or Surroundings
Evaluating Information to Determine Compliance with Standards
Communicating with Supervisors, Peers, or Subordinates
Performing General Physical Activities
Perceptual Speed
Guiding, Directing, and Motivating Subordinates

Protective Factors

Higher values indicate stronger protection against AI displacement

Cooks, Restaurant

28%

total discount

Food Servers, Nonrestaurant

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Cooks, Restaurant

5 of 15 at risk
86%Estimate expected food consumption, requisition or purchase supplies, or procure food from storage.
77%Ensure freshness of food and ingredients by checking for quality, keeping track of old and new items, and rotating stock.
71%Ensure food is stored and cooked at correct temperature by regulating temperature of ovens, broilers, grills, and roasters.
59%Weigh, measure, and mix ingredients according to recipes or personal judgment, using various kitchen utensils and equipment.
58%Bake, roast, broil, and steam meats, fish, vegetables, and other foods.

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 -$2,370(-6%) vs Cooks, Restaurant
Cooks, RestaurantFood Servers, Nonrestaurant
10th
$28,010$26,590
25th
$31,310$29,800
Median
$36,830$34,460
75th
$43,610$37,550
90th
$47,340$44,770

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cooks, Restaurant20282035
Food Servers, Nonrestaurant20282035
20242030203520402045

Cooks, Restaurant 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, Restaurant

$25,192

from $36,830

Food Servers, Nonrestaurant

$19,294

from $34,460

After adjusting for AI risk, Cooks, Restaurant offers $5,898 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
Decision Complexity
Regulatory Barriers
Cooks, RestaurantFood Servers, Nonrestaurant