Takeover Tracker
29%medium risk
Chefs and Head Cooks
vs

69 shared · 22 different

core competencies

36%medium risk
Food Service Managers

Side-by-Side Comparison

MetricChefs and Head CooksFood Service Managers
Risk Score28.7%36.0%
Risk TierMedium RiskMedium Risk
Risk Percentile32th69th
Tasks at Risk (>50%)8 / 157 / 15
Median Salary$60,990$65,310
Employment182K244K

Skill Comparison

|

Sorted by largest difference

Thinking Creatively
Organizing, Planning, and Prioritizing Work
Making Decisions and Solving Problems
Staffing Organizational Units
Coaching and Developing Others
Guiding, Directing, and Motivating Subordinates
Training and Teaching Others
Food Production
Scheduling Work and Activities
Customer and Personal Service
Developing and Building Teams
Resolving Conflicts and Negotiating with Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Chefs and Head Cooks

34%

total discount

Food Service Managers

31%

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.

Food Service Managers

7 of 15 at risk
88%Schedule staff hours and assign duties.
86%Keep records required by government agencies regarding sanitation or food subsidies.
86%Monitor budgets and payroll records, and review financial transactions to ensure that expenditures are authorized and budgeted.
78%Schedule and receive food and beverage deliveries, checking delivery contents to verify product quality and quantity.
76%Monitor compliance with health and fire regulations regarding food preparation and serving, and building maintenance in lodging and dining facilities.

Wage Comparison

Food Service Managers earns +$4,320(+7%) vs Chefs and Head Cooks
Chefs and Head CooksFood Service Managers
10th
$36,000$42,380
25th
$47,710$53,090
Median
$60,990$65,310
75th
$76,790$82,300
90th
$96,030$105,420

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Chefs and Head Cooks20282035
Food Service Managers20282035
20242030203520402045

Chefs and Head Cooks has a longer runway before significant displacement, projected 0 years later than Food Service Managers.

Risk-Adjusted Salary

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

Chefs and Head Cooks

$43,510

from $60,990

Food Service Managers

$41,792

from $65,310

After adjusting for AI risk, Chefs and Head Cooks offers $1,718 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Chefs

0

Unique to Food

Combined Protection Strategy

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

Creativity
Decision Complexity
Fine Manipulation
Regulatory Barriers
Chefs and Head CooksFood Service Managers