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

89 shared · 32 different

core competencies

26%medium risk
Forest Fire Fighting and Prevention Supervisors

Side-by-Side Comparison

MetricMunicipal Fire Fighting and Prevention SupervisorsForest Fire Fighting and Prevention Supervisors
Risk Score26.8%26.2%
Risk TierMedium RiskMedium Risk
Risk Percentile25th22th
Tasks at Risk (>50%)7 / 155 / 15
Median Salary$92,430$92,430
Employment94K94K

Skill Comparison

|

Sorted by largest difference

Building and Construction
Performing for or Working Directly with the Public
Inspecting Equipment, Structures, or Material
Assisting and Caring for Others
Documenting/Recording Information
Monitor Processes, Materials, or Surroundings
Geography
Estimating the Quantifiable Characteristics of Products, Events, or Information
Processing Information
Provide Consultation and Advice to Others
Guiding, Directing, and Motivating Subordinates
Computers and Electronics

Protective Factors

Higher values indicate stronger protection against AI displacement

Municipal Fire Fighting and Prevention Supervisors

40%

total discount

Forest Fire Fighting and Prevention Supervisors

37%

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 Fire Fighting and Prevention Supervisors

5 of 15 at risk
86%Maintain knowledge of forest fire laws and fire prevention techniques and tactics.
84%Schedule employee work assignments and set work priorities.
55%Evaluate size, location, and condition of forest fires.
55%Observe fires or crews from air to determine firefighting force requirements or to note changing conditions that will affect firefighting efforts.
51%Analyze burn conditions and results, and prepare postburn reports.

Wage Comparison

Forest Fire Fighting and Prevention Supervisors earns $0(0%) vs Municipal Fire Fighting and Prevention Supervisors
Municipal Fire Fighting and Prevention SupervisorsForest Fire Fighting and Prevention Supervisors
10th
$53,970$53,970
25th
$72,240$72,240
Median
$92,430$92,430
75th
$115,990$115,990
90th
$142,300$142,300

Premium Head-to-Head Analysis

Displacement Timeline Comparison

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

Forest Fire Fighting and Prevention Supervisors 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 Fire Fighting and Prevention Supervisors

$68,241

from $92,430

After adjusting for AI risk, Forest Fire Fighting and Prevention Supervisors offers $610 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

Social Intelligence
Regulatory Barriers
Creativity
Fine Manipulation
Municipal Fire Fighting and Prevention SupervisorsForest Fire Fighting and Prevention Supervisors
Find transitions from Municipal Fire Fighting and Prevention SupervisorsFind transitions from Forest Fire Fighting and Prevention Supervisors