Takeover Tracker
46%medium risk
Cooks, Fast Food
vs

34 shared · 8 different

core competencies

Side-by-Side Comparison

MetricCooks, Fast FoodFood Servers, Nonrestaurant
Risk Score46.3%44.0%
Risk TierMedium RiskMedium Risk
Risk Percentile93th90th
Tasks at Risk (>50%)12 / 157 / 14
Median Salary$30,160$34,460
Employment668K272K

Skill Comparison

|

Sorted by largest difference

Performing for or Working Directly with the Public
Communicating with Persons Outside Organization
Training and Teaching Others
Resolving Conflicts and Negotiating with Others
Establishing and Maintaining Interpersonal Relationships
Identifying Objects, Actions, and Events
Communicating with Supervisors, Peers, or Subordinates
Developing and Building Teams

Protective Factors

Higher values indicate stronger protection against AI displacement

Cooks, Fast Food

23%

total discount

Food Servers, Nonrestaurant

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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 +$4,300(+14%) vs Cooks, Fast Food
Cooks, Fast FoodFood Servers, Nonrestaurant
10th
$22,370$26,590
25th
$26,540$29,800
Median
$30,160$34,460
75th
$35,710$37,550
90th
$38,980$44,770

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cooks, Fast Food20282035
Food Servers, Nonrestaurant20282035
20242030203520402045

Food Servers, Nonrestaurant 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%)

Cooks, Fast Food

$16,211

from $30,160

Food Servers, Nonrestaurant

$19,294

from $34,460

After adjusting for AI risk, Food Servers, Nonrestaurant offers $3,083 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

Regulatory Barriers
Social Intelligence
Creativity
Fine Manipulation
Cooks, Fast FoodFood Servers, Nonrestaurant