Takeover Tracker

Side-by-Side Comparison

MetricFirst-Line Supervisors of Production and Operating WorkersFirst-Line Supervisors of Food Preparation and Serving Workers
Risk Score35.5%38.3%
Risk TierMedium RiskMedium Risk
Risk Percentile67th76th
Tasks at Risk (>50%)9 / 157 / 15
Median Salary$71,190$42,010
Employment685K1.2M

Skill Comparison

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Sorted by largest difference

Mechanical
Customer and Personal Service
Communicating with Persons Outside Organization
Communicating with Supervisors, Peers, or Subordinates
Repairing and Maintaining Mechanical Equipment
Production and Processing
Provide Consultation and Advice to Others
Interpreting the Meaning of Information for Others
Selling or Influencing Others
Documenting/Recording Information
Coaching and Developing Others
Scheduling Work and Activities

Protective Factors

Higher values indicate stronger protection against AI displacement

First-Line Supervisors of Production and Operating Workers

32%

total discount

First-Line Supervisors of Food Preparation and Serving Workers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

First-Line Supervisors of Production and Operating Workers

9 of 15 at risk
88%Keep records of employees' attendance and hours worked.
88%Maintain operations data, such as time, production, and cost records, and prepare management reports of production results.
86%Plan and establish work schedules, assignments, and production sequences to meet production goals.
86%Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards.
86%Read and analyze charts, work orders, production schedules, and other records and reports to determine production requirements and to evaluate current production estimates and outputs.

First-Line Supervisors of Food Preparation and Serving Workers

7 of 15 at risk
86%Control inventories of food, equipment, smallware, and liquor, and report shortages to designated personnel.
86%Record production, operational, and personnel data on specified forms.
84%Present bills and accept payments.
84%Assign duties, responsibilities, and work stations to employees in accordance with work requirements.
78%Compile and balance cash receipts at the end of the day or shift.

Wage Comparison

First-Line Supervisors of Food Preparation and Serving Workers earns -$29,180(-41%) vs First-Line Supervisors of Production and Operating Workers
First-Line Supervisors of Production and Operating WorkersFirst-Line Supervisors of Food Preparation and Serving Workers
10th
$45,790$29,340
25th
$56,330$35,400
Median
$71,190$42,010
75th
$86,770$50,920
90th
$106,960$63,420

Premium Head-to-Head Analysis

Displacement Timeline Comparison

First-Line Supervisors of Production and Operating Workers20282035
First-Line Supervisors of Food Preparation and Serving Workers20282035
20242030203520402045

First-Line Supervisors of Production and Operating Workers has a longer runway before significant displacement, projected 0 years later than First-Line Supervisors of Food Preparation and Serving Workers.

Risk-Adjusted Salary

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

First-Line Supervisors of Production and Operating Workers

$45,953

from $71,190

First-Line Supervisors of Food Preparation and Serving Workers

$25,912

from $42,010

After adjusting for AI risk, First-Line Supervisors of Production and Operating Workers offers $20,041 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 First-Line

Combined Protection Strategy

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

Decision Complexity
Creativity
Regulatory Barriers
Social Intelligence
First-Line Supervisors of Production and Operating WorkersFirst-Line Supervisors of Food Preparation and Serving Workers