Weighers, Measurers, Checkers, and Samplers, Recordkeeping vs Food Cooking Machine Operators and Tenders AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Weighers, Measurers, Checkers, and Samplers, Recordkeeping

49 shared · 22 different

core competencies

medium risk

Food Cooking Machine Operators and Tenders

Side-by-Side Comparison

Weighers, Measurers, Checkers, and Samplers, Recordkeeping leads 4–0

Metric	Weighers, Measurers, Checkers, and Samplers, Recordkeeping	Food Cooking Machine Operators and Tenders
Risk Score	44.5%	45.3%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	90th	92th
Tasks at Risk (>50%)	11 / 15	11 / 15
Median Salary	$45,650	$40,550
Employment	50K	28K

Skill Comparison

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Weighers, Measurers, Checkers, and Samplers, Recordkeeping2028–2035

Food Cooking Machine Operators and Tenders2028–2035

20242030203520402045

Weighers, Measurers, Checkers, and Samplers, Recordkeeping 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%)

Weighers, Measurers, Checkers, and Samplers, Recordkeeping

$25,336

from $45,650

Food Cooking Machine Operators and Tenders

$22,197

from $40,550

After adjusting for AI risk, Weighers, Measurers, Checkers, and Samplers, Recordkeeping offers $3,139 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Weighers,

Unique to Food

Combined Protection Strategy

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

Social Intelligence

Decision Complexity

Regulatory Barriers

Fine Manipulation

Weighers, Measurers, Checkers, and Samplers, RecordkeepingFood Cooking Machine Operators and Tenders

Find transitions from Weighers, Measurers, Checkers, and Samplers, Recordkeeping Find transitions from Food Cooking Machine Operators and Tenders