Takeover Tracker
vs

59 shared · 52 different

core competencies

Side-by-Side Comparison

MetricMunicipal FirefightersPump Operators, Except Wellhead Pumpers
Risk Score17.7%43.5%
Risk TierLow RiskMedium Risk
Risk Percentile3th89th
Tasks at Risk (>50%)0 / 156 / 14
Median Salary$59,530$60,020
Employment332K13K

Skill Comparison

|

Sorted by largest difference

Customer and Personal Service
Assisting and Caring for Others
Performing for or Working Directly with the Public
Building and Construction
Updating and Using Relevant Knowledge
Public Safety and Security
Operating Vehicles, Mechanized Devices, or Equipment
Communicating with Persons Outside Organization
Education and Training
Production and Processing
Static Strength
Performing General Physical Activities

Protective Factors

Higher values indicate stronger protection against AI displacement

Municipal Firefighters

37%

total discount

Pump Operators, Except Wellhead Pumpers

28%

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.

Pump Operators, Except Wellhead Pumpers

6 of 14 at risk
88%Record operating data such as products and quantities pumped, stocks used, gauging results, and operating times.
86%Monitor gauges and flowmeters and inspect equipment to ensure that tank levels, temperatures, chemical amounts, and pressures are at specified levels, reporting abnormalities as necessary.
86%Read operating schedules or instructions or receive verbal orders to determine amounts to be pumped.
78%Communicate with other workers, using signals, radios, or telephones, to start and stop flows of materials or substances.
77%Test materials and solutions, using testing equipment.

Wage Comparison

Pump Operators, Except Wellhead Pumpers earns +$490(+1%) vs Municipal Firefighters
Municipal FirefightersPump Operators, Except Wellhead Pumpers
10th
$34,490$37,850
25th
$44,180$47,270
Median
$59,530$60,020
75th
$77,410$75,160
90th
$101,330$89,660

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Municipal Firefighters20282035
Pump Operators, Except Wellhead Pumpers20282035
20242030203520402045

Municipal Firefighters has a longer runway before significant displacement, projected 0 years later than Pump Operators, Except Wellhead Pumpers.

Risk-Adjusted Salary

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

Municipal Firefighters

$48,993

from $59,530

Pump Operators, Except Wellhead Pumpers

$33,893

from $60,020

After adjusting for AI risk, Municipal Firefighters offers $15,100 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Municipal

0

Unique to Pump

Combined Protection Strategy

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

Social Intelligence
Regulatory Barriers
Creativity
Fine Manipulation
Municipal FirefightersPump Operators, Except Wellhead Pumpers