Takeover Tracker
vs

82 shared · 15 different

core competencies

29%medium risk
Chefs and Head Cooks

Side-by-Side Comparison

MetricFirst-Line Supervisors of Agricultural Crop and Horticultural WorkersChefs and Head Cooks
Risk Score33.4%28.7%
Risk TierMedium RiskMedium Risk
Risk Percentile59th32th
Tasks at Risk (>50%)7 / 158 / 15
Median Salary$59,330$60,990
Employment30K182K

Skill Comparison

|

Sorted by largest difference

Thinking Creatively
Performing for or Working Directly with the Public
Food Production
Controlling Machines and Processes
Control Precision
Coaching and Developing Others
Training and Teaching Others
Operation and Control
Communicating with Persons Outside Organization
Far Vision
Organizing, Planning, and Prioritizing Work
Multilimb Coordination

Protective Factors

Higher values indicate stronger protection against AI displacement

First-Line Supervisors of Agricultural Crop and Horticultural Workers

31%

total discount

Chefs and Head Cooks

34%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

First-Line Supervisors of Agricultural Crop and Horticultural Workers

7 of 15 at risk
86%Read inventory records, customer orders, or shipping schedules to determine required activities.
86%Requisition or purchase supplies, such as insecticides, machine parts or lubricants, or tools.
84%Estimate labor requirements for jobs and plan work schedules accordingly.
69%Prepare and maintain time or payroll reports, as well as details of personnel actions, such as performance evaluations, hires, promotions, or disciplinary actions.
63%Drive or operate farm machinery, such as trucks, tractors, or self-propelled harvesters, to transport workers or supplies or to cultivate or harvest fields.

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.

Wage Comparison

Chefs and Head Cooks earns +$1,660(+3%) vs First-Line Supervisors of Agricultural Crop and Horticultural Workers
First-Line Supervisors of Agricultural Crop and Horticultural WorkersChefs and Head Cooks
10th
$39,610$36,000
25th
$47,660$47,710
Median
$59,330$60,990
75th
$76,640$76,790
90th
$90,840$96,030

Premium Head-to-Head Analysis

Displacement Timeline Comparison

First-Line Supervisors of Agricultural Crop and Horticultural Workers20282035
Chefs and Head Cooks20282035
20242030203520402045

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

Risk-Adjusted Salary

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

First-Line Supervisors of Agricultural Crop and Horticultural Workers

$39,508

from $59,330

Chefs and Head Cooks

$43,510

from $60,990

After adjusting for AI risk, Chefs and Head Cooks offers $4,002 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to First-Line

0

Unique to Chefs

Combined Protection Strategy

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

Creativity
Social Intelligence
Fine Manipulation
Decision Complexity
First-Line Supervisors of Agricultural Crop and Horticultural WorkersChefs and Head Cooks