Takeover Tracker

vs

62 shared · 12 different

core competencies

Side-by-Side Comparison

MetricPackaging and Filling Machine Operators and TendersPump Operators, Except Wellhead Pumpers
Risk Score47.5%43.5%
Risk TierMedium RiskMedium Risk
Risk Percentile95th89th
Tasks at Risk (>50%)13 / 156 / 14
Median Salary$40,900$60,020
Employment384K13K

Skill Comparison

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Sorted by largest difference

Computers and Electronics
Controlling Machines and Processes
Evaluating Information to Determine Compliance with Standards
Documenting/Recording Information
Customer and Personal Service
Public Safety and Security
Processing Information
Mechanical
Interacting With Computers
Perceptual Speed
Scheduling Work and Activities
Critical ThinkingAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Packaging and Filling Machine Operators and Tenders

26%

total discount

Pump Operators, Except Wellhead Pumpers

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Packaging and Filling Machine Operators and Tenders

13 of 15 at risk
87%Regulate machine flow, speed, or temperature.
86%Observe machine operations to ensure quality and conformity of filled or packaged products to standards.
84%Monitor the production line, watching for problems such as pile-ups, jams, or glue that isn't sticking properly.
69%Package the product in the form in which it will be sent out, for example, filling bags with flour from a chute or spout.
67%Sort, grade, weigh, and inspect products, verifying and adjusting product weight or measurement to meet specifications.

Pump Operators, Except Wellhead Pumpers

6 of 14 at risk
88%Record operating data such as products and quantities pumped, stocks used, gauging results, and operating times.
86%Monitor gauges and flowmeters and inspect equipment to ensure that tank levels, temperatures, chemical amounts, and pressures are at specified levels, reporting abnormalities as necessary.
86%Read operating schedules or instructions or receive verbal orders to determine amounts to be pumped.
78%Communicate with other workers, using signals, radios, or telephones, to start and stop flows of materials or substances.
77%Test materials and solutions, using testing equipment.

Wage Comparison

Pump Operators, Except Wellhead Pumpers earns +$19,120(+47%) vs Packaging and Filling Machine Operators and Tenders
Packaging and Filling Machine Operators and TendersPump Operators, Except Wellhead Pumpers
10th
$31,890$37,850
25th
$36,250$47,270
Median
$40,900$60,020
75th
$48,440$75,160
90th
$58,910$89,660

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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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