Food Batchmakers vs Food Cooking Machine Operators and Tenders AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Food Batchmakers

58 shared · 8 different

core competencies

medium risk

Food Cooking Machine Operators and Tenders

Side-by-Side Comparison

Food Cooking Machine Operators and Tenders leads 3–1

Metric	Food Batchmakers	Food Cooking Machine Operators and Tenders
Risk Score	45.3%	45.3%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	92th	92th
Tasks at Risk (>50%)	15 / 15	11 / 15
Median Salary	$40,790	$40,550
Employment	172K	28K

Skill Comparison

Sorted by largest difference

Mechanical

MathematicsAI-Vulnerable

Customer and Personal Service

Production and Processing

Coordinating the Work and Activities of Others

Repairing and Maintaining Mechanical Equipment

Public Safety and Security

Coaching and Developing Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Batchmakers

26%

total discount

Food Cooking Machine Operators and Tenders

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Food Batchmakers

15 of 15 at risk

88%Observe gauges and thermometers to determine if the mixing chamber temperature is within specified limits, and turn valves to control the temperature.

86%Record production and test data for each food product batch, such as the ingredients used, temperature, test results, and time cycle.

86%Test food product samples for moisture content, acidity level, specific gravity, or butter-fat content, and continue processing until desired levels are reached.

84%Grade food products according to government regulations or according to type, color, bouquet, and moisture content.

65%Turn valve controls to start equipment and to adjust operation to maintain product quality.

Food Cooking Machine Operators and Tenders

11 of 15 at risk

88%Read work orders, recipes, or formulas to determine cooking times and temperatures, and ingredient specifications.

88%Record production and test data, such as processing steps, temperature and steam readings, cooking time, batches processed, and test results.

86%Listen for malfunction alarms, and shut down equipment and notify supervisors when necessary.

86%Notify or signal other workers to operate equipment or when processing is complete.

84%Observe gauges, dials, and product characteristics, and adjust controls to maintain appropriate temperature, pressure, and flow of ingredients.

Wage Comparison

Food Cooking Machine Operators and Tenders earns -$240(-1%) vs Food Batchmakers

Food BatchmakersFood Cooking Machine Operators and Tenders

10th

$30,850$30,540

25th

$35,340$35,310

Median

$40,790$40,550

75th

$49,010$47,420

90th

$57,800$54,170

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Food Batchmakers2028–2035

Food Cooking Machine Operators and Tenders2028–2035

20242030203520402045

Food Cooking Machine Operators and Tenders has a longer runway before significant displacement, projected 0 years later than Food Batchmakers.

Risk-Adjusted Salary

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

Food Batchmakers

$22,312

from $40,790

Food Cooking Machine Operators and Tenders

$22,197

from $40,550

After adjusting for AI risk, Food Batchmakers offers $115 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Food

Combined Protection Strategy

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

Regulatory Barriers

Creativity

Fine Manipulation

Decision Complexity

Food BatchmakersFood Cooking Machine Operators and Tenders

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