Takeover Tracker
46%medium risk
Log Graders and Scalers
vs

53 shared · 16 different

core competencies

20%low risk
Furniture Finishers

Side-by-Side Comparison

MetricLog Graders and ScalersFurniture Finishers
Risk Score46.2%19.9%
Risk TierMedium RiskLow Risk
Risk Percentile93th7th
Tasks at Risk (>50%)9 / 143 / 15
Median Salary$46,710$42,530
Employment3K14K

Skill Comparison

|

Sorted by largest difference

Documenting/Recording Information
Operating Vehicles, Mechanized Devices, or Equipment
Monitoring and Controlling Resources
Estimating the Quantifiable Characteristics of Products, Events, or Information
Performing for or Working Directly with the Public
Performing Administrative Activities
MathematicsAI-Vulnerable
Communicating with Persons Outside Organization
Production and Processing
Manual DexterityAI-Resistant
Visual Color Discrimination
Interacting With Computers

Protective Factors

Higher values indicate stronger protection against AI displacement

Log Graders and Scalers

27%

total discount

Furniture Finishers

28%

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.

Furniture Finishers

3 of 15 at risk
84%Select appropriate finishing ingredients such as paint, stain, lacquer, shellac, or varnish, depending on factors such as wood hardness and surface type.
84%Follow blueprints to produce specific designs.
65%Paint metal surfaces electrostatically, or by using a spray gun or other painting equipment.
49%Mix finish ingredients to obtain desired colors or shades.
47%Examine furniture to determine the extent of damage or deterioration, and to decide on the best method for repair or restoration.

Wage Comparison

Furniture Finishers earns -$4,180(-9%) vs Log Graders and Scalers
Log Graders and ScalersFurniture Finishers
10th
$35,050$31,200
25th
$38,390$36,770
Median
$46,710$42,530
75th
$56,200$49,020
90th
$63,370$59,820

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Log Graders and Scalers2028–2035
Furniture Finishers2028–2035
20242030203520402045

Furniture Finishers 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

Furniture Finishers

$34,067

from $42,530

After adjusting for AI risk, Furniture Finishers offers $8,927 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Log

0

Unique to Furniture

Combined Protection Strategy

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

Fine Manipulation
Creativity
Social Intelligence
Decision Complexity
Log Graders and ScalersFurniture Finishers
Find transitions from Log Graders and ScalersFind transitions from Furniture Finishers