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

64 shared · 54 different

core competencies

30%medium risk
Aquacultural Managers

Side-by-Side Comparison

MetricMunicipal Fire Fighting and Prevention SupervisorsAquacultural Managers
Risk Score26.8%30.1%
Risk TierMedium RiskMedium Risk
Risk Percentile25th39th
Tasks at Risk (>50%)7 / 157 / 15
Median Salary$92,430$87,980
Employment94K6K

Skill Comparison

|

Sorted by largest difference

Assisting and Caring for Others
Public Safety and Security
Performing for or Working Directly with the Public
Biology
Monitor Processes, Materials, or Surroundings
Inspecting Equipment, Structures, or Material
Customer and Personal Service
Judging the Qualities of Things, Services, or People
Production and Processing
Performing General Physical Activities
Developing and Building Teams
Operating Vehicles, Mechanized Devices, or Equipment

Protective Factors

Higher values indicate stronger protection against AI displacement

Municipal Fire Fighting and Prevention Supervisors

40%

total discount

Aquacultural Managers

34%

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.

Aquacultural Managers

7 of 15 at risk
86%Collect and record growth, production, and environmental data.
85%Account for and disburse funds.
67%Prepare reports required by state and federal laws.
55%Monitor environments to ensure maintenance of optimum conditions for aquatic life.
53%Conduct and supervise stock examinations to identify diseases or parasites.

Wage Comparison

Aquacultural Managers earns -$4,450(-5%) vs Municipal Fire Fighting and Prevention Supervisors
Municipal Fire Fighting and Prevention SupervisorsAquacultural Managers
10th
$53,970$51,700
25th
$72,240$67,970
Median
$92,430$87,980
75th
$115,990$115,200
90th
$142,300$156,530

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Municipal Fire Fighting and Prevention Supervisors2028–2035
Aquacultural Managers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Municipal Fire Fighting and Prevention Supervisors

$67,631

from $92,430

Aquacultural Managers

$61,507

from $87,980

After adjusting for AI risk, Municipal Fire Fighting and Prevention Supervisors offers $6,124 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Municipal

0

Unique to Aquacultural

Combined Protection Strategy

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

Regulatory Barriers
Social Intelligence
Fine Manipulation
Creativity
Municipal Fire Fighting and Prevention SupervisorsAquacultural Managers
Find transitions from Municipal Fire Fighting and Prevention SupervisorsFind transitions from Aquacultural Managers