Cooks, Restaurant vs Weighers, Measurers, Checkers, and Samplers, Recordkeeping AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Cooks, Restaurant

57 shared · 17 different

core competencies

medium risk

Weighers, Measurers, Checkers, and Samplers, Recordkeeping

Side-by-Side Comparison

Cooks, Restaurant leads 4–1

Metric	Cooks, Restaurant	Weighers, Measurers, Checkers, and Samplers, Recordkeeping
Risk Score	31.6%	44.5%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	48th	90th
Tasks at Risk (>50%)	5 / 15	11 / 15
Median Salary	$36,830	$45,650
Employment	1.5M	50K

Skill Comparison

Sorted by largest difference

Documenting/Recording Information

Food Production

Customer and Personal Service

Interpreting the Meaning of Information for Others

Interacting With Computers

Processing Information

Monitor Processes, Materials, or Surroundings

Analyzing Data or Information

Inspecting Equipment, Structures, or Material

Communicating with Supervisors, Peers, or Subordinates

Organizing, Planning, and Prioritizing Work

Establishing and Maintaining Interpersonal Relationships

Protective Factors

Higher values indicate stronger protection against AI displacement

Cooks, Restaurant

28%

total discount

Weighers, Measurers, Checkers, and Samplers, Recordkeeping

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Cooks, Restaurant

5 of 15 at risk

86%Estimate expected food consumption, requisition or purchase supplies, or procure food from storage.

77%Ensure freshness of food and ingredients by checking for quality, keeping track of old and new items, and rotating stock.

71%Ensure food is stored and cooked at correct temperature by regulating temperature of ovens, broilers, grills, and roasters.

59%Weigh, measure, and mix ingredients according to recipes or personal judgment, using various kitchen utensils and equipment.

58%Bake, roast, broil, and steam meats, fish, vegetables, and other foods.

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.

Wage Comparison

Weighers, Measurers, Checkers, and Samplers, Recordkeeping earns +$8,820(+24%) vs Cooks, Restaurant

Cooks, RestaurantWeighers, Measurers, Checkers, and Samplers, Recordkeeping

10th

$28,010$34,580

25th

$31,310$38,650

Median

$36,830$45,650

75th

$43,610$53,060

90th

$47,340$60,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cooks, Restaurant2028–2035

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

20242030203520402045

Cooks, Restaurant has a longer runway before significant displacement, projected 0 years later than Weighers, Measurers, Checkers, and Samplers, Recordkeeping.

Risk-Adjusted Salary

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

Cooks, Restaurant

$25,192

from $36,830

Weighers, Measurers, Checkers, and Samplers, Recordkeeping

$25,336

from $45,650

After adjusting for AI risk, Weighers, Measurers, Checkers, and Samplers, Recordkeeping offers $144 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Cooks,

Unique to Weighers,

Combined Protection Strategy

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

Creativity

Decision Complexity

Fine Manipulation

Social Intelligence

Cooks, RestaurantWeighers, Measurers, Checkers, and Samplers, Recordkeeping

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