Chefs and Head Cooks vs Cooks, Restaurant AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Chefs and Head Cooks

43 shared · 44 different

core competencies

medium risk

Cooks, Restaurant

Side-by-Side Comparison

Chefs and Head Cooks leads 4–1

Metric	Chefs and Head Cooks	Cooks, Restaurant
Risk Score	28.7%	31.6%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	32th	48th
Tasks at Risk (>50%)	8 / 15	5 / 15
Median Salary	$60,990	$36,830
Employment	182K	1.5M

Skill Comparison

Sorted by largest difference

Guiding, Directing, and Motivating Subordinates

Coaching and Developing Others

Training and Teaching Others

Communicating with Persons Outside Organization

Production and Processing

Personnel and Human Resources

Thinking Creatively

Monitoring and Controlling Resources

Organizing, Planning, and Prioritizing Work

Management of Personnel Resources

Oral Comprehension

Staffing Organizational Units

Protective Factors

Higher values indicate stronger protection against AI displacement

Chefs and Head Cooks

34%

total discount

Cooks, Restaurant

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Chefs and Head Cooks

8 of 15 at risk

86%Order or requisition food or other supplies needed to ensure efficient operation.

85%Determine production schedules and staff requirements necessary to ensure timely delivery of services.

75%Analyze recipes to assign prices to menu items, based on food, labor, and overhead costs.

73%Estimate amounts and costs of required supplies, such as food and ingredients.

72%Check the quantity and quality of received products.

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 -$24,160(-40%) vs Chefs and Head Cooks

Chefs and Head CooksCooks, Restaurant

10th

$36,000$28,010

25th

$47,710$31,310

Median

$60,990$36,830

75th

$76,790$43,610

90th

$96,030$47,340

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Chefs and Head Cooks2028–2035

Cooks, Restaurant2028–2035

20242030203520402045

Chefs and Head Cooks has a longer runway before significant displacement, projected 0 years later than Cooks, Restaurant.

Risk-Adjusted Salary

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

Chefs and Head Cooks

$43,510

from $60,990

Cooks, Restaurant

$25,192

from $36,830

After adjusting for AI risk, Chefs and Head Cooks offers $18,319 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Chefs

Unique to Cooks,

Combined Protection Strategy

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

Social Intelligence

Creativity

Decision Complexity

Regulatory Barriers

Chefs and Head CooksCooks, Restaurant

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