Takeover Tracker
vs

40 shared · 64 different

core competencies

Side-by-Side Comparison

MetricMunicipal FirefightersPaving, Surfacing, and Tamping Equipment Operators
Risk Score17.7%18.1%
Risk TierLow RiskLow Risk
Risk Percentile3th4th
Tasks at Risk (>50%)0 / 150 / 15
Median Salary$59,530$51,650
Employment332K46K

Skill Comparison

|

Sorted by largest difference

Assisting and Caring for Others
Customer and Personal Service
Documenting/Recording Information
Updating and Using Relevant Knowledge
Education and Training
Public Safety and Security
Psychology
Communicating with Persons Outside Organization
Establishing and Maintaining Interpersonal Relationships
Monitor Processes, Materials, or Surroundings
Developing and Building Teams
Chemistry

Protective Factors

Higher values indicate stronger protection against AI displacement

Municipal Firefighters

37%

total discount

Paving, Surfacing, and Tamping Equipment Operators

25%

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.

Paving, Surfacing, and Tamping Equipment Operators

0 of 15 at risk
45%Light burners or start heating units of machines, and regulate screed temperatures and asphalt flow rates.
41%Start machine, engage clutch, and push and move levers to guide machine along forms or guidelines and to control the operation of machine attachments.
39%Observe distribution of paving material to adjust machine settings or material flow, and indicate low spots for workers to add material.
39%Fill tanks, hoppers, or machines with paving materials.
37%Shovel blacktop.

Wage Comparison

Paving, Surfacing, and Tamping Equipment Operators earns -$7,880(-13%) vs Municipal Firefighters
Municipal FirefightersPaving, Surfacing, and Tamping Equipment Operators
10th
$34,490$38,030
25th
$44,180$44,740
Median
$59,530$51,650
75th
$77,410$66,060
90th
$101,330$90,110

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Municipal Firefighters20282035
Paving, Surfacing, and Tamping Equipment Operators20282035
20242030203520402045

Municipal Firefighters has a longer runway before significant displacement, projected 0 years later than Paving, Surfacing, and Tamping Equipment Operators.

Risk-Adjusted Salary

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

Municipal Firefighters

$48,993

from $59,530

Paving, Surfacing, and Tamping Equipment Operators

$42,301

from $51,650

After adjusting for AI risk, Municipal Firefighters offers $6,692 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Municipal

0

Unique to Paving,

Combined Protection Strategy

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

Regulatory Barriers
Social Intelligence
Creativity
Fine Manipulation
Municipal FirefightersPaving, Surfacing, and Tamping Equipment Operators