Takeover Tracker
34%medium risk
Cooks, Short Order
vs

51 shared · 6 different

core competencies

32%medium risk
Cooks, Restaurant

Side-by-Side Comparison

MetricCooks, Short OrderCooks, Restaurant
Risk Score33.8%31.6%
Risk TierMedium RiskMedium Risk
Risk Percentile61th48th
Tasks at Risk (>50%)5 / 115 / 15
Median Salary$35,620$36,830
Employment150K1.5M

Skill Comparison

|

Sorted by largest difference

Food Production
Communicating with Supervisors, Peers, or Subordinates
Establishing and Maintaining Interpersonal Relationships
Performing General Physical Activities
Controlling Machines and Processes
Updating and Using Relevant Knowledge

Protective Factors

Higher values indicate stronger protection against AI displacement

Cooks, Short Order

27%

total discount

Cooks, Restaurant

28%

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.

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.

Wage Comparison

Cooks, Restaurant earns +$1,210(+3%) vs Cooks, Short Order
Cooks, Short OrderCooks, Restaurant
10th
$23,770$28,010
25th
$30,160$31,310
Median
$35,620$36,830
75th
$39,990$43,610
90th
$46,010$47,340

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cooks, Short Order20282035
Cooks, Restaurant20282035
20242030203520402045

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

Risk-Adjusted Salary

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

Cooks, Short Order

$23,584

from $35,620

Cooks, Restaurant

$25,192

from $36,830

After adjusting for AI risk, Cooks, Restaurant offers $1,608 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

Decision Complexity
Creativity
Fine Manipulation
Regulatory Barriers
Cooks, Short OrderCooks, Restaurant