Takeover Tracker
46%medium risk
Log Graders and Scalers
vs

64 shared · 9 different

core competencies

45%medium risk
Weighers, Measurers, Checkers, and Samplers, Recordkeeping

Side-by-Side Comparison

MetricLog Graders and ScalersWeighers, Measurers, Checkers, and Samplers, Recordkeeping
Risk Score46.2%44.5%
Risk TierMedium RiskMedium Risk
Risk Percentile93th90th
Tasks at Risk (>50%)9 / 1411 / 15
Median Salary$46,710$45,650
Employment3K50K

Skill Comparison

|

Sorted by largest difference

Interpreting the Meaning of Information for Others
Operating Vehicles, Mechanized Devices, or Equipment
Updating and Using Relevant Knowledge
Developing and Building Teams
Analyzing Data or Information
Controlling Machines and Processes
Documenting/Recording Information
Coordinating the Work and Activities of Others
Establishing and Maintaining Interpersonal Relationships

Protective Factors

Higher values indicate stronger protection against AI displacement

Log Graders and Scalers

27%

total discount

Weighers, Measurers, Checkers, and Samplers, Recordkeeping

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.

Weighers, Measurers, Checkers, and Samplers, Recordkeeping

11 of 15 at risk
88%Compute product totals and charges for shipments.
86%Compare product labels, tags, or tickets, shipping manifests, purchase orders, and bills of lading to verify accuracy of shipment contents, quality specifications, or weights.
86%Document quantity, quality, type, weight, test result data, and value of materials or products to maintain shipping, receiving, and production records and files.
86%Maintain financial records, such as accounts of daily collections and billings, and records of receipts issued.
84%Inspect products and examination records to determine the number of defects per worker and the reasons for examiners' rejections.

Wage Comparison

Weighers, Measurers, Checkers, and Samplers, Recordkeeping earns -$1,060(-2%) vs Log Graders and Scalers
Log Graders and ScalersWeighers, Measurers, Checkers, and Samplers, Recordkeeping
10th
$35,050$34,580
25th
$38,390$38,650
Median
$46,710$45,650
75th
$56,200$53,060
90th
$63,370$60,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Log Graders and Scalers2028–2035
Weighers, Measurers, Checkers, and Samplers, Recordkeeping2028–2035
20242030203520402045

Weighers, Measurers, Checkers, and Samplers, Recordkeeping 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

Weighers, Measurers, Checkers, and Samplers, Recordkeeping

$25,336

from $45,650

After adjusting for AI risk, Weighers, Measurers, Checkers, and Samplers, Recordkeeping offers $196 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Log

0

Unique to Weighers,

Combined Protection Strategy

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

Creativity
Decision Complexity
Fine Manipulation
Social Intelligence
Log Graders and ScalersWeighers, Measurers, Checkers, and Samplers, Recordkeeping
Find transitions from Log Graders and ScalersFind transitions from Weighers, Measurers, Checkers, and Samplers, Recordkeeping