Takeover Tracker

vs

48 shared · 9 different

core competencies

Side-by-Side Comparison

MetricPackers and Packagers, HandFood Cooking Machine Operators and Tenders
Risk Score42.4%45.3%
Risk TierMedium RiskMedium Risk
Risk Percentile86th92th
Tasks at Risk (>50%)11 / 1311 / 15
Median Salary$35,580$40,550
Employment601K28K

Skill Comparison

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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

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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