Takeover Tracker

29%medium risk
Chefs and Head Cooks
vs

76 shared · 14 different

core competencies

Side-by-Side Comparison

MetricChefs and Head CooksFirst-Line Supervisors of Helpers, Laborers, and Material Movers, Hand
Risk Score28.7%34.1%
Risk TierMedium RiskMedium Risk
Risk Percentile32th62th
Tasks at Risk (>50%)8 / 157 / 15
Median Salary$60,990N/A
Employment182KN/A

Skill Comparison

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Sorted by largest difference

Transportation
Thinking Creatively
Monitoring and Controlling Resources
Estimating the Quantifiable Characteristics of Products, Events, or Information
Staffing Organizational Units
Clerical
Personnel and Human Resources
Education and Training
Communicating with Persons Outside Organization
Management of Material Resources
Updating and Using Relevant Knowledge
Management of Financial Resources

Protective Factors

Higher values indicate stronger protection against AI displacement

Chefs and Head Cooks

34%

total discount

First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand

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 Helpers, Laborers, and Material Movers, Hand

7 of 15 at risk
88%Schedule times of shipment and modes of transportation for materials.
86%Check specifications of materials loaded or unloaded against information contained in work orders.
86%Plan work schedules and assign duties to maintain adequate staff for effective performance of activities and response to fluctuating workloads.
80%Inspect equipment for wear and for conformance to specifications.
69%Prepare and maintain work records and reports of information such as employee time and wages, daily receipts, or inspection results.

Wage Comparison

Chefs and Head CooksFirst-Line Supervisors of Helpers, Laborers, and Material Movers, Hand
10th
$36,000N/A
25th
$47,710N/A
Median
$60,990N/A
75th
$76,790N/A
90th
$96,030N/A

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Head-to-head task automation timeline
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