Takeover Tracker
vs

66 shared · 33 different

core competencies

Side-by-Side Comparison

MetricFirst-Line Supervisors of Logging WorkersRail-Track Laying and Maintenance Equipment Operators
Risk Score32.6%29.8%
Risk TierMedium RiskMedium Risk
Risk Percentile54th38th
Tasks at Risk (>50%)5 / 134 / 15
Median Salary$59,330$67,370
Employment30K16K

Skill Comparison

|

Sorted by largest difference

Building and Construction
Management of Personnel Resources
Speaking
PersuasionAI-Resistant
Reading ComprehensionAI-Vulnerable
MonitoringAI-Augmented
Time Management
Complex Problem SolvingAI-Resistant
Systems Evaluation
Oral Expression
Monitoring and Controlling Resources
Inductive Reasoning

Protective Factors

Higher values indicate stronger protection against AI displacement

First-Line Supervisors of Logging Workers

31%

total discount

Rail-Track Laying and Maintenance Equipment Operators

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

First-Line Supervisors of Logging Workers

5 of 13 at risk
87%Prepare production or personnel time records for management.
85%Schedule work crews, equipment, or transportation for several different work locations.
84%Plan or schedule logging operations, such as felling or bucking trees or grading, sorting, yarding, or loading logs.
84%Coordinate the selection and movement of logs from storage areas, according to transportation schedules or production requirements.
78%Coordinate dismantling, moving, and setting up equipment at new work sites.

Rail-Track Laying and Maintenance Equipment Operators

4 of 15 at risk
84%Observe leveling indicator arms to verify levelness and alignment of tracks.
57%Adjust controls of machines that spread, shape, raise, level, or align track, according to specifications.
55%Engage mechanisms that lay tracks or rails to specified gauges.
53%Clean, grade, or level ballast on railroad tracks.
49%Operate single- or multiple-head spike driving machines to drive spikes into ties and secure rails.

Wage Comparison

Rail-Track Laying and Maintenance Equipment Operators earns +$8,040(+14%) vs First-Line Supervisors of Logging Workers
First-Line Supervisors of Logging WorkersRail-Track Laying and Maintenance Equipment Operators
10th
$39,610$45,720
25th
$47,660$51,630
Median
$59,330$67,370
75th
$76,640$79,330
90th
$90,840$84,840

Premium Head-to-Head Analysis

Displacement Timeline Comparison

First-Line Supervisors of Logging Workers20282035
Rail-Track Laying and Maintenance Equipment Operators20282035
20242030203520402045

Rail-Track Laying and Maintenance Equipment Operators has a longer runway before significant displacement, projected 0 years later than First-Line Supervisors of Logging Workers.

Risk-Adjusted Salary

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

First-Line Supervisors of Logging Workers

$39,965

from $59,330

Rail-Track Laying and Maintenance Equipment Operators

$47,267

from $67,370

After adjusting for AI risk, Rail-Track Laying and Maintenance Equipment Operators offers $7,302 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to First-Line

0

Unique to Rail-Track

Combined Protection Strategy

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

Social Intelligence
Fine Manipulation
Creativity
Decision Complexity
First-Line Supervisors of Logging WorkersRail-Track Laying and Maintenance Equipment Operators