Takeover Tracker
18%low risk
Municipal Firefighters
vs

34 shared · 75 different

core competencies

42%medium risk
Meter Readers, Utilities

Side-by-Side Comparison

MetricMunicipal FirefightersMeter Readers, Utilities
Risk Score17.7%41.8%
Risk TierLow RiskMedium Risk
Risk Percentile3th85th
Tasks at Risk (>50%)0 / 157 / 15
Median Salary$59,530$49,180
Employment332K20K

Skill Comparison

|

Sorted by largest difference

Assisting and Caring for Others
Education and Training
Public Safety and Security
Controlling Machines and Processes
Monitor Processes, Materials, or Surroundings
Building and Construction
Identifying Objects, Actions, and Events
Updating and Using Relevant Knowledge
Repairing and Maintaining Mechanical Equipment
Making Decisions and Solving Problems
Customer and Personal Service
Static Strength

Protective Factors

Higher values indicate stronger protection against AI displacement

Municipal Firefighters

37%

total discount

Meter Readers, Utilities

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Municipal Firefighters

0 of 15 at risk
39%Assess fires and situations and report conditions to superiors to receive instructions, using two-way radios.
39%Inspect fire sites after flames have been extinguished to ensure that there is no further danger.
33%Dress with equipment such as fire-resistant clothing and breathing apparatus.
31%Move toward the source of a fire, using knowledge of types of fires, construction design, building materials, and physical layout of properties.
17%Drive and operate fire fighting vehicles and equipment.

Meter Readers, Utilities

7 of 15 at risk
88%Upload into office computers all information collected on hand-held computers during meter rounds, or return route books or hand-held computers to business offices so that data can be compiled.
88%Verify readings in cases where consumption appears to be abnormal, and record possible reasons for fluctuations.
88%Leave messages to arrange different times to read meters in cases in which meters are not accessible.
88%Update client address and meter location information.
86%Report to service departments any problems, such as meter irregularities, damaged equipment, or impediments to meter access, including dogs.

Wage Comparison

Meter Readers, Utilities earns -$10,350(-17%) vs Municipal Firefighters
Municipal FirefightersMeter Readers, Utilities
10th
$34,490$33,980
25th
$44,180$39,620
Median
$59,530$49,180
75th
$77,410$68,030
90th
$101,330$86,480

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Municipal Firefighters2028–2035
Meter Readers, Utilities2028–2035
20242030203520402045

Municipal Firefighters has a longer runway before significant displacement, projected 0 years later than Meter Readers, Utilities.

Risk-Adjusted Salary

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

Municipal Firefighters

$48,993

from $59,530

Meter Readers, Utilities

$28,618

from $49,180

After adjusting for AI risk, Municipal Firefighters offers $20,375 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Municipal

0

Unique to Meter

Combined Protection Strategy

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

Regulatory Barriers
Social Intelligence
Fine Manipulation
Creativity
Municipal FirefightersMeter Readers, Utilities
Find transitions from Municipal FirefightersFind transitions from Meter Readers, Utilities