Takeover Tracker

vs

60 shared · 13 different

core competencies

Side-by-Side Comparison

MetricLog Graders and ScalersPackaging and Filling Machine Operators and Tenders
Risk Score46.2%47.5%
Risk TierMedium RiskMedium Risk
Risk Percentile93th95th
Tasks at Risk (>50%)9 / 1413 / 15
Median Salary$46,710$40,900
Employment3K384K

Skill Comparison

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Sorted by largest difference

Communicating with Persons Outside Organization
Mechanical
Performing Administrative Activities
Documenting/Recording Information
Estimating the Quantifiable Characteristics of Products, Events, or Information
Interacting With Computers
Number Facility
Making Decisions and Solving Problems
Handling and Moving Objects
Near Vision
Rate Control
Reaction Time

Protective Factors

Higher values indicate stronger protection against AI displacement

Log Graders and Scalers

27%

total discount

Packaging and Filling Machine Operators and Tenders

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Log Graders and Scalers

9 of 14 at risk
88%Weigh log trucks before and after unloading, and record load weights and supplier identities.
86%Record data about individual trees or load volumes into tally books or hand-held collection terminals.
86%Measure felled logs or loads of pulpwood to calculate volume, weight, dimensions, and marketable value, using measuring devices and conversion tables.
84%Evaluate log characteristics and determine grades, using established criteria.
84%Identify logs of substandard or special grade so that they can be returned to shippers, regraded, recut, or transferred for other processing.

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.

Wage Comparison

Packaging and Filling Machine Operators and Tenders earns -$5,810(-12%) vs Log Graders and Scalers
Log Graders and ScalersPackaging and Filling Machine Operators and Tenders
10th
$35,050$31,890
25th
$38,390$36,250
Median
$46,710$40,900
75th
$56,200$48,440
90th
$63,370$58,910

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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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