Takeover Tracker

vs

60 shared · 12 different

core competencies

Side-by-Side Comparison

MetricLog Graders and ScalersPourers and Casters, Metal
Risk Score46.2%37.7%
Risk TierMedium RiskMedium Risk
Risk Percentile93th74th
Tasks at Risk (>50%)9 / 145 / 15
Median Salary$46,710$48,940
Employment3K6K

Skill Comparison

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Sorted by largest difference

Controlling Machines and Processes
Performing for or Working Directly with the Public
Inspecting Equipment, Structures, or Material
Judging the Qualities of Things, Services, or People
Estimating the Quantifiable Characteristics of Products, Events, or Information
Mechanical
Written Expression
WritingAI-Augmented
MathematicsAI-Vulnerable
Reaction Time
Production and Processing
Organizing, Planning, and Prioritizing Work

Protective Factors

Higher values indicate stronger protection against AI displacement

Log Graders and Scalers

27%

total discount

Pourers and Casters, Metal

27%

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.

Pourers and Casters, Metal

5 of 15 at risk
84%Read temperature gauges and observe color changes, adjusting furnace flames, torches, or electrical heating units as necessary to melt metal to specifications.
63%Examine molds to ensure they are clean, smooth, and properly coated.
61%Transport metal ingots to storage areas, using forklifts.
59%Stencil identifying information on ingots and pigs, using special hand tools.
51%Turn valves to circulate water through cores, or spray water on filled molds to cool and solidify metal.

Wage Comparison

Pourers and Casters, Metal earns +$2,230(+5%) vs Log Graders and Scalers
Log Graders and ScalersPourers and Casters, Metal
10th
$35,050$37,250
25th
$38,390$41,410
Median
$46,710$48,940
75th
$56,200$59,850
90th
$63,370$68,030

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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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