Takeover Tracker
21%low risk
Forest Firefighters
vs

65 shared · 43 different

core competencies

30%medium risk
Rail-Track Laying and Maintenance Equipment Operators

Side-by-Side Comparison

MetricForest FirefightersRail-Track Laying and Maintenance Equipment Operators
Risk Score21.0%29.8%
Risk TierLow RiskMedium Risk
Risk Percentile9th38th
Tasks at Risk (>50%)2 / 154 / 15
Median Salary$59,530$67,370
Employment332K16K

Skill Comparison

|

Sorted by largest difference

Assisting and Caring for Others
Customer and Personal Service
Public Safety and Security
Communicating with Persons Outside Organization
Chemistry
Performing for or Working Directly with the Public
Coaching and Developing Others
Service OrientationAI-Resistant
Training and Teaching Others
Education and Training
Provide Consultation and Advice to Others
Establishing and Maintaining Interpersonal Relationships

Protective Factors

Higher values indicate stronger protection against AI displacement

Forest Firefighters

35%

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

Forest Firefighters

2 of 15 at risk
76%Maintain knowledge of current firefighting practices by participating in drills and by attending seminars, conventions, and conferences.
74%Maintain contact with fire dispatchers at all times to notify them of the need for additional firefighters and supplies, or to detail any difficulties encountered.
49%Operate pumps connected to high-pressure hoses.
49%Maintain fire equipment and firehouse living quarters.
49%Transport personnel and cargo to and from fire areas.

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 +$7,840(+13%) vs Forest Firefighters
Forest FirefightersRail-Track Laying and Maintenance Equipment Operators
10th
$34,490$45,720
25th
$44,180$51,630
Median
$59,530$67,370
75th
$77,410$79,330
90th
$101,330$84,840

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Forest Firefighters2028–2035
Rail-Track Laying and Maintenance Equipment Operators2028–2035
20242030203520402045

Forest Firefighters has a longer runway before significant displacement, projected 0 years later than Rail-Track Laying and Maintenance Equipment Operators.

Risk-Adjusted Salary

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

Forest Firefighters

$47,029

from $59,530

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 $238 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Forest

0

Unique to Rail-Track

Combined Protection Strategy

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

Social Intelligence
Regulatory Barriers
Creativity
Decision Complexity
Forest FirefightersRail-Track Laying and Maintenance Equipment Operators
Find transitions from Forest FirefightersFind transitions from Rail-Track Laying and Maintenance Equipment Operators