Takeover Tracker
46%medium risk
Log Graders and Scalers
vs

59 shared · 15 different

core competencies

29%medium risk
Butchers and Meat Cutters

Side-by-Side Comparison

MetricLog Graders and ScalersButchers and Meat Cutters
Risk Score46.2%28.9%
Risk TierMedium RiskMedium Risk
Risk Percentile93th33th
Tasks at Risk (>50%)9 / 146 / 13
Median Salary$46,710$38,960
Employment3K140K

Skill Comparison

|

Sorted by largest difference

Selling or Influencing Others
Performing for or Working Directly with the Public
Documenting/Recording Information
Customer and Personal Service
Operating Vehicles, Mechanized Devices, or Equipment
Judging the Qualities of Things, Services, or People
Estimating the Quantifiable Characteristics of Products, Events, or Information
Interacting With Computers
MathematicsAI-Vulnerable
Controlling Machines and Processes
Monitor Processes, Materials, or Surroundings
Performing Administrative Activities

Protective Factors

Higher values indicate stronger protection against AI displacement

Log Graders and Scalers

27%

total discount

Butchers and Meat Cutters

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.

Butchers and Meat Cutters

6 of 13 at risk
88%Total sales, and collect money from customers.
88%Estimate requirements and order or requisition meat supplies to maintain inventories.
88%Record quantity of meat received and issued to cooks or keep records of meat sales.
61%Wrap, weigh, label, and price cuts of meat.
55%Cure, smoke, tenderize and preserve meat.

Wage Comparison

Butchers and Meat Cutters earns -$7,750(-17%) vs Log Graders and Scalers
Log Graders and ScalersButchers and Meat Cutters
10th
$35,050$28,850
25th
$38,390$34,460
Median
$46,710$38,960
75th
$56,200$47,200
90th
$63,370$57,130

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Log Graders and Scalers2028–2035
Butchers and Meat Cutters2028–2035
20242030203520402045

Butchers and Meat Cutters 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

Butchers and Meat Cutters

$27,693

from $38,960

After adjusting for AI risk, Butchers and Meat Cutters offers $2,553 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Log

0

Unique to Butchers

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Social Intelligence
Creativity
Log Graders and ScalersButchers and Meat Cutters
Find transitions from Log Graders and ScalersFind transitions from Butchers and Meat Cutters