Takeover Tracker
46%medium risk
Cooks, Fast Food
vs

40 shared · 10 different

core competencies

34%medium risk
Cooks, Short Order

Side-by-Side Comparison

MetricCooks, Fast FoodCooks, Short Order
Risk Score46.3%33.8%
Risk TierMedium RiskMedium Risk
Risk Percentile93th61th
Tasks at Risk (>50%)12 / 155 / 11
Median Salary$30,160$35,620
Employment668K150K

Skill Comparison

|

Sorted by largest difference

Establishing and Maintaining Interpersonal Relationships
Performing for or Working Directly with the Public
Training and Teaching Others
Communicating with Persons Outside Organization
Production and Processing
Monitor Processes, Materials, or Surroundings
Finger Dexterity
Communicating with Supervisors, Peers, or Subordinates
Time Management
Thinking Creatively

Protective Factors

Higher values indicate stronger protection against AI displacement

Cooks, Fast Food

23%

total discount

Cooks, Short Order

27%

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.

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 +$5,460(+18%) vs Cooks, Fast Food
Cooks, Fast FoodCooks, Short Order
10th
$22,370$23,770
25th
$26,540$30,160
Median
$30,160$35,620
75th
$35,710$39,990
90th
$38,980$46,010

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cooks, Fast Food20282035
Cooks, Short Order20282035
20242030203520402045

Cooks, Short Order 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

Cooks, Short Order

$23,584

from $35,620

After adjusting for AI risk, Cooks, Short Order offers $7,373 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Cooks,

0

Unique to Cooks,

Combined Protection Strategy

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

Creativity
Fine Manipulation
Decision Complexity
Social Intelligence
Cooks, Fast FoodCooks, Short Order