Takeover Tracker
45%medium risk
Weighers, Measurers, Checkers, and Samplers, Recordkeeping
vs

47 shared · 24 different

core competencies

34%medium risk
Cooks, Short Order

Side-by-Side Comparison

MetricWeighers, Measurers, Checkers, and Samplers, RecordkeepingCooks, Short Order
Risk Score44.5%33.8%
Risk TierMedium RiskMedium Risk
Risk Percentile90th61th
Tasks at Risk (>50%)11 / 155 / 11
Median Salary$45,650$35,620
Employment50K150K

Skill Comparison

|

Sorted by largest difference

Documenting/Recording Information
Communicating with Supervisors, Peers, or Subordinates
Establishing and Maintaining Interpersonal Relationships
Interacting With Computers
Controlling Machines and Processes
Interpreting the Meaning of Information for Others
Analyzing Data or Information
Inspecting Equipment, Structures, or Material
Updating and Using Relevant Knowledge
Organizing, Planning, and Prioritizing Work
Monitor Processes, Materials, or Surroundings
Processing Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Weighers, Measurers, Checkers, and Samplers, Recordkeeping

27%

total discount

Cooks, Short Order

27%

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.

Cooks, Short Order

5 of 11 at risk
88%Accept payments, and make change or write charge slips as necessary.
75%Order supplies and stock them on shelves.
74%Plan work on orders so that items served together are finished at the same time.
53%Complete orders from steam tables, placing food on plates and serving customers at tables or counters.
51%Perform food preparation tasks, such as making sandwiches, carving meats, making soups or salads, baking breads or desserts, and brewing coffee or tea.

Wage Comparison

Cooks, Short Order earns -$10,030(-22%) vs Weighers, Measurers, Checkers, and Samplers, Recordkeeping
Weighers, Measurers, Checkers, and Samplers, RecordkeepingCooks, Short Order
10th
$34,580$23,770
25th
$38,650$30,160
Median
$45,650$35,620
75th
$53,060$39,990
90th
$60,120$46,010

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Weighers, Measurers, Checkers, and Samplers, Recordkeeping2028–2035
Cooks, Short Order2028–2035
20242030203520402045

Cooks, Short Order 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%)

Weighers, Measurers, Checkers, and Samplers, Recordkeeping

$25,336

from $45,650

Cooks, Short Order

$23,584

from $35,620

After adjusting for AI risk, Weighers, Measurers, Checkers, and Samplers, Recordkeeping offers $1,752 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Weighers,

0

Unique to Cooks,

Combined Protection Strategy

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

Decision Complexity
Creativity
Social Intelligence
Regulatory Barriers
Weighers, Measurers, Checkers, and Samplers, RecordkeepingCooks, Short Order
Find transitions from Weighers, Measurers, Checkers, and Samplers, RecordkeepingFind transitions from Cooks, Short Order