Takeover Tracker
29%medium risk
Chefs and Head Cooks
vs

66 shared · 24 different

core competencies

Side-by-Side Comparison

MetricChefs and Head CooksFirst-Line Supervisors of Personal Service Workers
Risk Score28.7%30.0%
Risk TierMedium RiskMedium Risk
Risk Percentile32th39th
Tasks at Risk (>50%)8 / 154 / 15
Median Salary$60,990N/A
Employment182KN/A

Skill Comparison

|

Sorted by largest difference

Handling and Moving Objects
Performing General Physical Activities
Coordinating the Work and Activities of Others
Guiding, Directing, and Motivating Subordinates
Developing and Building Teams
Estimating the Quantifiable Characteristics of Products, Events, or Information
Customer and Personal Service
Training and Teaching Others
Provide Consultation and Advice to Others
Performing Administrative Activities
Thinking Creatively
Manual DexterityAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Chefs and Head Cooks

34%

total discount

First-Line Supervisors of Personal Service Workers

32%

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.

First-Line Supervisors of Personal Service Workers

4 of 15 at risk
86%Assign work schedules, following work requirements, to ensure quality and timely delivery of service.
86%Requisition necessary supplies, equipment, or services.
69%Analyze and record personnel or operational data and write related activity reports.
55%Direct marketing, advertising, or other customer recruitment efforts.
47%Inspect work areas or operating equipment to ensure conformance to established standards in areas such as cleanliness or maintenance.

Wage Comparison

Chefs and Head CooksFirst-Line Supervisors of Personal Service Workers
10th
$36,000N/A
25th
$47,710N/A
Median
$60,990N/A
75th
$76,790N/A
90th
$96,030N/A

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Chefs and Head Cooks20282035
First-Line Supervisors of Personal Service Workers20282035
20242030203520402045

Chefs and Head Cooks has a longer runway before significant displacement, projected 0 years later than First-Line Supervisors of Personal Service Workers.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Chefs

0

Unique to First-Line

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Creativity
Regulatory Barriers
Chefs and Head CooksFirst-Line Supervisors of Personal Service Workers