Takeover Tracker

29%medium risk
Chefs and Head Cooks
vs

77 shared · 13 different

core competencies

Side-by-Side Comparison

MetricChefs and Head CooksFirst-Line Supervisors of Construction Trades and Extraction Workers
Risk Score28.7%25.7%
Risk TierMedium RiskMedium Risk
Risk Percentile32th21th
Tasks at Risk (>50%)8 / 154 / 15
Median Salary$60,990$78,690
Employment182K806K

Skill Comparison

|

Sorted by largest difference

Training and Teaching Others
Staffing Organizational Units
Coaching and Developing Others
Inspecting Equipment, Structures, or Material
Thinking Creatively
Performing for or Working Directly with the Public
Monitoring and Controlling Resources
MonitoringAI-Augmented
Management of Material Resources
Public Safety and Security
Documenting/Recording Information
Evaluating Information to Determine Compliance with Standards

Protective Factors

Higher values indicate stronger protection against AI displacement

Chefs and Head Cooks

34%

total discount

First-Line Supervisors of Construction Trades and Extraction 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 Construction Trades and Extraction Workers

4 of 15 at risk
86%Order or requisition materials or supplies.
86%Arrange for repairs of equipment or machinery.
62%Record information such as personnel, production, or operational data on specified forms or reports.
51%Estimate material or worker requirements to complete jobs.
49%Read specifications, such as blueprints, to determine construction requirements or to plan procedures.

Wage Comparison

First-Line Supervisors of Construction Trades and Extraction Workers earns +$17,700(+29%) vs Chefs and Head Cooks
Chefs and Head CooksFirst-Line Supervisors of Construction Trades and Extraction Workers
10th
$36,000$51,290
25th
$47,710$62,400
Median
$60,990$78,690
75th
$76,790$100,200
90th
$96,030$126,690

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Head-to-head task automation timeline
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Risk-adjusted salary comparison
Combined protective factor strategy
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Chefs and Head Cooks: Not yetFirst-Line Supervisors of Construction Trades and Extraction Workers: Not yet