Takeover Tracker
46%medium risk
Log Graders and Scalers
vs

58 shared · 15 different

core competencies

37%medium risk
Print Binding and Finishing Workers

Side-by-Side Comparison

MetricLog Graders and ScalersPrint Binding and Finishing Workers
Risk Score46.2%36.7%
Risk TierMedium RiskMedium Risk
Risk Percentile93th71th
Tasks at Risk (>50%)9 / 144 / 15
Median Salary$46,710$39,820
Employment3K36K

Skill Comparison

|

Sorted by largest difference

Controlling Machines and Processes
Monitoring and Controlling Resources
Documenting/Recording Information
Estimating the Quantifiable Characteristics of Products, Events, or Information
Performing for or Working Directly with the Public
Operating Vehicles, Mechanized Devices, or Equipment
Resolving Conflicts and Negotiating with Others
Scheduling Work and Activities
Judging the Qualities of Things, Services, or People
Performing Administrative Activities
Interacting With Computers
Communicating with Persons Outside Organization

Protective Factors

Higher values indicate stronger protection against AI displacement

Log Graders and Scalers

27%

total discount

Print Binding and Finishing Workers

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.

Print Binding and Finishing Workers

4 of 15 at risk
86%Read work orders to determine instructions and specifications for machine set-up.
86%Maintain records, such as daily production records, using specified forms.
61%Examine stitched, collated, bound, or unbound product samples for defects, such as imperfect bindings, ink spots, torn pages, loose pages, or loose or uncut threads.
57%Monitor machine operations to detect malfunctions or to determine whether adjustments are needed.
49%Trim edges of books to size, using cutting machines, book trimming machines, or hand cutters.

Wage Comparison

Print Binding and Finishing Workers earns -$6,890(-15%) vs Log Graders and Scalers
Log Graders and ScalersPrint Binding and Finishing Workers
10th
$35,050$31,110
25th
$38,390$36,070
Median
$46,710$39,820
75th
$56,200$48,240
90th
$63,370$57,980

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Log Graders and Scalers2028–2035
Print Binding and Finishing Workers2028–2035
20242030203520402045

Print Binding and Finishing Workers 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

Print Binding and Finishing Workers

$25,226

from $39,820

After adjusting for AI risk, Print Binding and Finishing Workers offers $87 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Log

0

Unique to Print

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Regulatory Barriers
Decision Complexity
Log Graders and ScalersPrint Binding and Finishing Workers
Find transitions from Log Graders and ScalersFind transitions from Print Binding and Finishing Workers