Takeover Tracker
20%low risk
Logging Equipment Operators
vs

49 shared · 16 different

core competencies

23%low risk
Operating Engineers and Other Construction Equipment Operators

Side-by-Side Comparison

MetricLogging Equipment OperatorsOperating Engineers and Other Construction Equipment Operators
Risk Score20.1%23.0%
Risk TierLow RiskLow Risk
Risk Percentile7th14th
Tasks at Risk (>50%)3 / 96 / 15
Median Salary$49,210$58,710
Employment23K469K

Skill Comparison

|

Sorted by largest difference

Evaluating Information to Determine Compliance with Standards
Assisting and Caring for Others
Repairing and Maintaining Mechanical Equipment
Establishing and Maintaining Interpersonal Relationships
Production and Processing
Controlling Machines and Processes
Mechanical
Estimating the Quantifiable Characteristics of Products, Events, or Information
Processing Information
Identifying Objects, Actions, and Events
Reaction Time
Time Sharing

Protective Factors

Higher values indicate stronger protection against AI displacement

Logging Equipment Operators

27%

total discount

Operating Engineers and Other Construction Equipment Operators

25%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Logging Equipment Operators

3 of 9 at risk
89%Calculate total board feet, cordage, or other wood measurement units, using conversion tables.
87%Grade logs according to characteristics such as knot size and straightness, and according to established industry or company standards.
87%Fill out required job or shift report forms.
45%Inspect equipment for safety prior to use, and perform necessary basic maintenance tasks.
13%Control hydraulic tractors equipped with tree clamps and booms to lift, swing, and bunch sheared trees.

Operating Engineers and Other Construction Equipment Operators

6 of 15 at risk
87%Keep records of material or equipment usage or problems encountered.
86%Test atmosphere for adequate oxygen or explosive conditions when working in confined spaces.
85%Monitor operations to ensure that health and safety standards are met.
84%Learn and follow safety regulations.
84%Locate underground services, such as pipes or wires, prior to beginning work.

Wage Comparison

Operating Engineers and Other Construction Equipment Operators earns +$9,500(+19%) vs Logging Equipment Operators
Logging Equipment OperatorsOperating Engineers and Other Construction Equipment Operators
10th
$35,050$40,080
25th
$43,750$47,780
Median
$49,210$58,710
75th
$60,640$75,750
90th
$72,280$100,690

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Logging Equipment Operators2028–2035
Operating Engineers and Other Construction Equipment Operators2028–2035
20242030203520402045

Logging Equipment Operators has a longer runway before significant displacement, projected 0 years later than Operating Engineers and Other Construction Equipment Operators.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Logging Equipment Operators

$39,334

from $49,210

Operating Engineers and Other Construction Equipment Operators

$45,195

from $58,710

After adjusting for AI risk, Operating Engineers and Other Construction Equipment Operators offers $5,861 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Logging

0

Unique to Operating

Combined Protection Strategy

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

Social Intelligence
Decision Complexity
Regulatory Barriers
Creativity
Logging Equipment OperatorsOperating Engineers and Other Construction Equipment Operators
Find transitions from Logging Equipment OperatorsFind transitions from Operating Engineers and Other Construction Equipment Operators