Takeover Tracker

vs

49 shared · 22 different

core competencies

Side-by-Side Comparison

MetricWeighers, Measurers, Checkers, and Samplers, RecordkeepingFood Cooking Machine Operators and Tenders
Risk Score44.5%45.3%
Risk TierMedium RiskMedium Risk
Risk Percentile90th92th
Tasks at Risk (>50%)11 / 1511 / 15
Median Salary$45,650$40,550
Employment50K28K

Skill Comparison

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Sorted by largest difference

Food Production
Interacting With Computers
Updating and Using Relevant Knowledge
Analyzing Data or Information
MathematicsAI-Vulnerable
Operation Monitoring
Processing Information
Near Vision
Interpreting the Meaning of Information for Others
Administration and Management
Service OrientationAI-Resistant
Judging the Qualities of Things, Services, or People

Protective Factors

Higher values indicate stronger protection against AI displacement

Weighers, Measurers, Checkers, and Samplers, Recordkeeping

27%

total discount

Food Cooking Machine Operators and Tenders

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Weighers, Measurers, Checkers, and Samplers, Recordkeeping

11 of 15 at risk
88%Compute product totals and charges for shipments.
86%Compare product labels, tags, or tickets, shipping manifests, purchase orders, and bills of lading to verify accuracy of shipment contents, quality specifications, or weights.
86%Document quantity, quality, type, weight, test result data, and value of materials or products to maintain shipping, receiving, and production records and files.
86%Maintain financial records, such as accounts of daily collections and billings, and records of receipts issued.
84%Inspect products and examination records to determine the number of defects per worker and the reasons for examiners' rejections.

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 -$5,100(-11%) vs Weighers, Measurers, Checkers, and Samplers, Recordkeeping
Weighers, Measurers, Checkers, and Samplers, RecordkeepingFood Cooking Machine Operators and Tenders
10th
$34,580$30,540
25th
$38,650$35,310
Median
$45,650$40,550
75th
$53,060$47,420
90th
$60,120$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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