Takeover Tracker
46%medium risk
Log Graders and Scalers
vs

53 shared · 9 different

core competencies

32%medium risk
Inspectors, Testers, Sorters, Samplers, and Weighers

Side-by-Side Comparison

MetricLog Graders and ScalersInspectors, Testers, Sorters, Samplers, and Weighers
Risk Score46.2%31.9%
Risk TierMedium RiskMedium Risk
Risk Percentile93th50th
Tasks at Risk (>50%)9 / 1412 / 15
Median Salary$46,710$47,460
Employment3K591K

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 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.

Inspectors, Testers, Sorters, Samplers, and Weighers

12 of 15 at risk
88%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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Log Graders and Scalers2028–2035
Inspectors, Testers, Sorters, Samplers, and Weighers2028–2035
20242030203520402045

Inspectors, Testers, Sorters, Samplers, and Weighers has a longer runway before significant displacement, projected 0 years later than Log Graders and Scalers.

Risk-Adjusted Salary

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

Log Graders and Scalers

$25,139

from $46,710

Inspectors, Testers, Sorters, Samplers, and Weighers

$32,330

from $47,460

After adjusting for AI risk, Inspectors, Testers, Sorters, Samplers, and Weighers offers $7,190 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Log

0

Unique to Inspectors,

Combined Protection Strategy

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

Creativity
Social Intelligence
Decision Complexity
Fine Manipulation
Log Graders and ScalersInspectors, Testers, Sorters, Samplers, and Weighers
Find transitions from Log Graders and ScalersFind transitions from Inspectors, Testers, Sorters, Samplers, and Weighers