Food Cooking Machine Operators and Tenders vs Helpers--Production Workers AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Food Cooking Machine Operators and Tenders

47 shared · 13 different

core competencies

medium risk

Helpers--Production Workers

Side-by-Side Comparison

Helpers--Production Workers leads 3–1

Metric	Food Cooking Machine Operators and Tenders	Helpers--Production Workers
Risk Score	45.3%	39.5%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	92th	79th
Tasks at Risk (>50%)	11 / 15	11 / 15
Median Salary	$40,550	$38,220
Employment	28K	167K

Skill Comparison

Sorted by largest difference

Training and Teaching Others

Documenting/Recording Information

Coordinating the Work and Activities of Others

Getting Information

Provide Consultation and Advice to Others

Coaching and Developing Others

Trunk Strength

Mechanical

Static Strength

Operation Monitoring

Guiding, Directing, and Motivating Subordinates

Organizing, Planning, and Prioritizing Work

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Cooking Machine Operators and Tenders

26%

total discount

Helpers--Production Workers

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Helpers--Production Workers

11 of 15 at risk

86%Count finished products to determine if product orders are complete.

86%Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.

86%Mark or tag identification on parts.

86%Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.

67%Examine products to verify conformance to quality standards.

Wage Comparison

Helpers--Production Workers earns -$2,330(-6%) vs Food Cooking Machine Operators and Tenders

Food Cooking Machine Operators and TendersHelpers--Production Workers

10th

$30,540$30,060

25th

$35,310$34,390

Median

$40,550$38,220

75th

$47,420$44,980

90th

$54,170$52,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Food Cooking Machine Operators and Tenders2028–2035

Helpers--Production Workers2028–2035

20242030203520402045

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

Risk-Adjusted Salary

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

Food Cooking Machine Operators and Tenders

$22,197

from $40,550

Helpers--Production Workers

$23,119

from $38,220

After adjusting for AI risk, Helpers--Production Workers offers $922 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Food

Unique to Helpers--Production

Combined Protection Strategy

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

Creativity

Decision Complexity

Regulatory Barriers

Social Intelligence

Food Cooking Machine Operators and TendersHelpers--Production Workers

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