Takeover Tracker
26%medium risk
Forest and Conservation Workers
vs

53 shared · 29 different

core competencies

46%medium risk
Log Graders and Scalers

Side-by-Side Comparison

MetricForest and Conservation WorkersLog Graders and Scalers
Risk Score26.2%46.2%
Risk TierMedium RiskMedium Risk
Risk Percentile22th93th
Tasks at Risk (>50%)5 / 159 / 14
Median Salary$43,680$46,710
Employment6K3K

Skill Comparison

|

Sorted by largest difference

Clerical
Communicating with Persons Outside Organization
Performing for or Working Directly with the Public
Production and Processing
Establishing and Maintaining Interpersonal Relationships
Organizing, Planning, and Prioritizing Work
Thinking Creatively
Performing General Physical Activities
English Language
Economics and Accounting
Updating and Using Relevant Knowledge
Education and Training

Protective Factors

Higher values indicate stronger protection against AI displacement

Forest and Conservation Workers

32%

total discount

Log Graders and Scalers

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Forest and Conservation Workers

5 of 15 at risk
86%Create field maps using geographic information systems technology.
86%Maintain tallies of trees examined and counted during tree marking or measuring efforts.
57%Sort tree seedlings, discarding substandard seedlings, according to standard charts or verbal instructions.
53%Spray or inject vegetation with insecticides to kill insects or to protect against disease or with herbicides to reduce competing vegetation.
51%Sow or harvest cover crops, such as alfalfa.

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.

Wage Comparison

Log Graders and Scalers earns +$3,030(+7%) vs Forest and Conservation Workers
Forest and Conservation WorkersLog Graders and Scalers
10th
$33,050$35,050
25th
$36,400$38,390
Median
$43,680$46,710
75th
$45,200$56,200
90th
$54,190$63,370

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Forest and Conservation Workers2028–2035
Log Graders and Scalers2028–2035
20242030203520402045

Forest and Conservation 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%)

Forest and Conservation Workers

$32,253

from $43,680

Log Graders and Scalers

$25,139

from $46,710

After adjusting for AI risk, Forest and Conservation Workers offers $7,114 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Forest

0

Unique to Log

Combined Protection Strategy

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

Regulatory Barriers
Creativity
Fine Manipulation
Social Intelligence
Forest and Conservation WorkersLog Graders and Scalers
Find transitions from Forest and Conservation WorkersFind transitions from Log Graders and Scalers
Forest and Conservation Workers vs Log Graders and Scalers AI Risk — Takeover Tracker