Takeover Tracker
vs

37 shared · 13 different

core competencies

Side-by-Side Comparison

MetricFood Preparation WorkersCombined Food Preparation and Serving Workers, Including Fast Food
Risk Score36.7%43.3%
Risk TierMedium RiskMedium Risk
Risk Percentile71th89th
Tasks at Risk (>50%)7 / 1510 / 15
Median Salary$34,220N/A
Employment889KN/A

Skill Comparison

|

Sorted by largest difference

Establishing and Maintaining Interpersonal Relationships
Handling and Moving Objects
Food Production
Public Safety and Security
Thinking Creatively
Scheduling Work and Activities
Performing General Physical Activities
Judging the Qualities of Things, Services, or People
English Language
Sales and Marketing
Updating and Using Relevant Knowledge
Processing Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Preparation Workers

26%

total discount

Combined Food Preparation and Serving Workers, Including Fast Food

25%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Food Preparation Workers

7 of 15 at risk
88%Take and record temperature of food and food storage areas, such as refrigerators and freezers.
87%Operate cash register, handle money, and give correct change.
64%Keep records of the quantities of food used.
59%Vacuum dining area and sweep and mop kitchen floor.
57%Distribute food to waiters and waitresses to serve to customers.

Combined Food Preparation and Serving Workers, Including Fast Food

10 of 15 at risk
87%Accept payment from customers, and make change as necessary.
87%Request and record customer orders, and compute bills using cash registers, multi counting machines, or pencil and paper.
86%Monitor and order supplies or food items and restock as necessary to maintain inventory.
86%Notify kitchen personnel of shortages or special orders.
86%Relay food orders to cooks.

Wage Comparison

Food Preparation WorkersCombined Food Preparation and Serving Workers, Including Fast Food
10th
$23,490N/A
25th
$28,740N/A
Median
$34,220N/A
75th
$37,540N/A
90th
$44,260N/A

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Food Preparation Workers20282035
Combined Food Preparation and Serving Workers, Including Fast Food20282035
20242030203520402045

Food Preparation Workers has a longer runway before significant displacement, projected 0 years later than Combined Food Preparation and Serving Workers, Including Fast Food.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Food

0

Unique to Combined

Combined Protection Strategy

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

Fine Manipulation
Creativity
Decision Complexity
Regulatory Barriers
Food Preparation WorkersCombined Food Preparation and Serving Workers, Including Fast Food