Packers and Packagers, Hand vs Food Cooking Machine Operators and Tenders AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Packers and Packagers, Hand

48 shared · 9 different

core competencies

medium risk

Food Cooking Machine Operators and Tenders

Side-by-Side Comparison

Packers and Packagers, Hand leads 3–1

Metric	Packers and Packagers, Hand	Food Cooking Machine Operators and Tenders
Risk Score	42.4%	45.3%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	86th	92th
Tasks at Risk (>50%)	11 / 13	11 / 15
Median Salary	$35,580	$40,550
Employment	601K	28K

Skill Comparison

Sorted by largest difference

Operation Monitoring

Operation and Control

Reaction Time

Documenting/Recording Information

Repairing and Maintaining Mechanical Equipment

Establishing and Maintaining Interpersonal Relationships

Written Comprehension

Quality Control Analysis

Controlling Machines and Processes

Protective Factors

Higher values indicate stronger protection against AI displacement

Packers and Packagers, Hand

24%

total discount

Food Cooking Machine Operators and Tenders

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Packers and Packagers, Hand

11 of 13 at risk

86%Record product, packaging, and order information on specified forms and records.

84%Measure, weigh, and count products and materials.

63%Examine and inspect containers, materials, or products to ensure that product quality and packing specifications are met.

63%Examine and inspect containers, materials, and products to ensure that packing specifications are met.

61%Mark and label containers, container tags, or products, using marking tools.

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 +$4,970(+14%) vs Packers and Packagers, Hand

Packers and Packagers, HandFood Cooking Machine Operators and Tenders

10th

$27,050$30,540

25th

$31,470$35,310

Median

$35,580$40,550

75th

$40,960$47,420

90th

$46,260$54,170

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Packers and Packagers, Hand2028–2035

Food Cooking Machine Operators and Tenders2028–2035

20242030203520402045

Packers and Packagers, Hand 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%)

Packers and Packagers, Hand

$20,505

from $35,580

Food Cooking Machine Operators and Tenders

$22,197

from $40,550

After adjusting for AI risk, Food Cooking Machine Operators and Tenders offers $1,692 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Packers

Unique to Food

Combined Protection Strategy

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

Creativity

Regulatory Barriers

Decision Complexity

Social Intelligence

Packers and Packagers, HandFood Cooking Machine Operators and Tenders

Find transitions from Packers and Packagers, Hand Find transitions from Food Cooking Machine Operators and Tenders