Chefs and Head Cooks vs First-Line Supervisors of Construction Trades and Extraction Workers AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Chefs and Head Cooks

77 shared · 13 different

core competencies

medium risk

First-Line Supervisors of Construction Trades and Extraction Workers

Side-by-Side Comparison

First-Line Supervisors of Construction Trades and Extraction Workers leads 5–0

Metric	Chefs and Head Cooks	First-Line Supervisors of Construction Trades and Extraction Workers
Risk Score	28.7%	25.7%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	32th	21th
Tasks at Risk (>50%)	8 / 15	4 / 15
Median Salary	$60,990	$78,690
Employment	182K	806K

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Chefs and Head Cooks2028–2035

First-Line Supervisors of Construction Trades and Extraction Workers2028–2035

20242030203520402045

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

Risk-Adjusted Salary

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

Chefs and Head Cooks

$43,510

from $60,990

First-Line Supervisors of Construction Trades and Extraction Workers

$58,459

from $78,690

After adjusting for AI risk, First-Line Supervisors of Construction Trades and Extraction Workers offers $14,949 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Chefs

Unique to First-Line

Combined Protection Strategy

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

Creativity

Regulatory Barriers

Social Intelligence

Fine Manipulation

Chefs and Head CooksFirst-Line Supervisors of Construction Trades and Extraction Workers

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