Takeover Tracker
vs

52 shared · 18 different

core competencies

Side-by-Side Comparison

MetricProduction, Planning, and Expediting ClerksWeighers, Measurers, Checkers, and Samplers, Recordkeeping
Risk Score47.8%44.5%
Risk TierMedium RiskMedium Risk
Risk Percentile95th90th
Tasks at Risk (>50%)13 / 1511 / 15
Median Salary$57,770$45,650
Employment385K50K

Skill Comparison

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Sorted by largest difference

Handling and Moving Objects
Scheduling Work and Activities
Documenting/Recording Information
Administration and Management
Performing General Physical Activities
Controlling Machines and Processes
Production and Processing
Oral Expression
Customer and Personal Service
Reading ComprehensionAI-Vulnerable
Active Listening
Written Comprehension

Protective Factors

Higher values indicate stronger protection against AI displacement

Production, Planning, and Expediting Clerks

29%

total discount

Weighers, Measurers, Checkers, and Samplers, Recordkeeping

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Production, Planning, and Expediting Clerks

13 of 15 at risk
88%Compile information, such as production rates and progress, materials inventories, materials used, or customer information, so that status reports can be completed.
87%Record production data, including volume produced, consumption of raw materials, or quality control measures.
87%Requisition and maintain inventories of materials or supplies necessary to meet production demands.
86%Distribute production schedules or work orders to departments.
86%Maintain files, such as maintenance records, bills of lading, or cost reports.

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 -$12,120(-21%) vs Production, Planning, and Expediting Clerks
Production, Planning, and Expediting ClerksWeighers, Measurers, Checkers, and Samplers, Recordkeeping
10th
$38,570$34,580
25th
$46,600$38,650
Median
$57,770$45,650
75th
$71,480$53,060
90th
$84,810$60,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Production, Planning, and Expediting Clerks20282035
Weighers, Measurers, Checkers, and Samplers, Recordkeeping20282035
20242030203520402045

Weighers, Measurers, Checkers, and Samplers, Recordkeeping has a longer runway before significant displacement, projected 0 years later than Production, Planning, and Expediting Clerks.

Risk-Adjusted Salary

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

Production, Planning, and Expediting Clerks

$30,162

from $57,770

Weighers, Measurers, Checkers, and Samplers, Recordkeeping

$25,336

from $45,650

After adjusting for AI risk, Production, Planning, and Expediting Clerks offers $4,826 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Production,

0

Unique to Weighers,

Combined Protection Strategy

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

Fine Manipulation
Creativity
Social Intelligence
Decision Complexity
Production, Planning, and Expediting ClerksWeighers, Measurers, Checkers, and Samplers, Recordkeeping