Takeover Tracker
27%medium risk
Municipal Fire Fighting and Prevention Supervisors
vs

72 shared · 52 different

core competencies

21%low risk
Forest Firefighters

Side-by-Side Comparison

MetricMunicipal Fire Fighting and Prevention SupervisorsForest Firefighters
Risk Score26.8%21.0%
Risk TierMedium RiskLow Risk
Risk Percentile25th9th
Tasks at Risk (>50%)7 / 152 / 15
Median Salary$92,430$59,530
Employment94K332K

Skill Comparison

|

Sorted by largest difference

Guiding, Directing, and Motivating Subordinates
Organizing, Planning, and Prioritizing Work
Making Decisions and Solving Problems
Performing for or Working Directly with the Public
Scheduling Work and Activities
Updating and Using Relevant Knowledge
Developing and Building Teams
Staffing Organizational Units
Thinking Creatively
Monitoring and Controlling Resources
Documenting/Recording Information
Developing Objectives and Strategies

Protective Factors

Higher values indicate stronger protection against AI displacement

Municipal Fire Fighting and Prevention Supervisors

40%

total discount

Forest Firefighters

35%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Municipal Fire Fighting and Prevention Supervisors

7 of 15 at risk
86%Prepare activity reports listing fire call locations, actions taken, fire types and probable causes, damage estimates, and situation dispositions.
86%Attend in-service training classes to remain current in knowledge of codes, laws, ordinances, and regulations.
86%Compile and maintain records on personnel, accidents, equipment, and supplies.
86%Maintain required maps and records.
70%Inspect and test new and existing fire protection systems, fire detection systems, and fire safety equipment to ensure that they are operating properly.

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.

Wage Comparison

Forest Firefighters earns -$32,900(-36%) vs Municipal Fire Fighting and Prevention Supervisors
Municipal Fire Fighting and Prevention SupervisorsForest Firefighters
10th
$53,970$34,490
25th
$72,240$44,180
Median
$92,430$59,530
75th
$115,990$77,410
90th
$142,300$101,330

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Municipal Fire Fighting and Prevention Supervisors2028–2035
Forest Firefighters2028–2035
20242030203520402045

Forest Firefighters has a longer runway before significant displacement, projected 0 years later than Municipal Fire Fighting and Prevention Supervisors.

Risk-Adjusted Salary

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

Municipal Fire Fighting and Prevention Supervisors

$67,631

from $92,430

Forest Firefighters

$47,029

from $59,530

After adjusting for AI risk, Municipal Fire Fighting and Prevention Supervisors offers $20,602 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Municipal

0

Unique to Forest

Combined Protection Strategy

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

Creativity
Social Intelligence
Decision Complexity
Regulatory Barriers
Municipal Fire Fighting and Prevention SupervisorsForest Firefighters
Find transitions from Municipal Fire Fighting and Prevention SupervisorsFind transitions from Forest Firefighters