medium risk
Log Graders and Scalersvs
53 shared · 9 different
core competencies
Side-by-Side Comparison
Inspectors, Testers, Sorters, Samplers, and Weighers leads 4–1| Metric | Log Graders and Scalers | Inspectors, Testers, Sorters, Samplers, and Weighers |
|---|---|---|
| Risk Score | 46.2% | 31.9% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 93th | 50th |
| Tasks at Risk (>50%) | 9 / 14 | 12 / 15 |
| Median Salary | $46,710 | $47,460 |
| Employment | 3K | 591K |
Skill Comparison
|
Sorted by largest difference
Operating Vehicles, Mechanized Devices, or Equipment
Estimating the Quantifiable Characteristics of Products, Events, or Information
Scheduling Work and Activities
Making Decisions and Solving Problems
Resolving Conflicts and Negotiating with Others
Organizing, Planning, and Prioritizing Work
Administration and Management
Quality Control Analysis
Performing Administrative Activities
Protective Factors
Higher values indicate stronger protection against AI displacement
Log Graders and Scalers
27%
total discount
Inspectors, Testers, Sorters, Samplers, and Weighers
24%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Log Graders and Scalers
9 of 14 at risk88%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.
Inspectors, Testers, Sorters, Samplers, and Weighers
12 of 15 at risk88%Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.
88%Read dials or meters to verify that equipment is functioning at specified levels.
88%Write test or inspection reports describing results, recommendations, or needed repairs.
86%Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.
65%Grade, classify, or sort products according to sizes, weights, colors, or other specifications.
Wage Comparison
Inspectors, Testers, Sorters, Samplers, and Weighers earns +$750(+2%) vs Log Graders and Scalers
Log Graders and ScalersInspectors, Testers, Sorters, Samplers, and Weighers
10th
$35,050$34,590
25th
$38,390$38,740
Median
$46,710$47,460
75th
$56,200$59,970
90th
$63,370$75,510
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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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