Takeover Tracker
18%low risk
Municipal Firefighters
vs

49 shared · 62 different

core competencies

28%medium risk
Pesticide Handlers, Sprayers, and Applicators, Vegetation

Side-by-Side Comparison

MetricMunicipal FirefightersPesticide Handlers, Sprayers, and Applicators, Vegetation
Risk Score17.7%28.0%
Risk TierLow RiskMedium Risk
Risk Percentile3th30th
Tasks at Risk (>50%)0 / 153 / 12
Median Salary$59,530$45,200
Employment332K25K

Skill Comparison

|

Sorted by largest difference

Assisting and Caring for Others
Public Safety and Security
Customer and Personal Service
Telecommunications
Response Orientation
Education and Training
Stamina
Production and Processing
Reaction Time
Dynamic Strength
Static Strength
Mechanical

Protective Factors

Higher values indicate stronger protection against AI displacement

Municipal Firefighters

37%

total discount

Pesticide Handlers, Sprayers, and Applicators, Vegetation

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.

Pesticide Handlers, Sprayers, and Applicators, Vegetation

3 of 12 at risk
87%Record information about pesticide applications, such as the type used and amount applied.
86%Establish driving routes for pesticide applications.
59%Identify lawn or plant diseases to determine the appropriate course of treatment.
49%Mix pesticides, herbicides, or fungicides for application to trees, shrubs, lawns, or botanical crops.
49%Fill sprayer tanks with water and chemicals, according to formulas.

Wage Comparison

Pesticide Handlers, Sprayers, and Applicators, Vegetation earns -$14,330(-24%) vs Municipal Firefighters
Municipal FirefightersPesticide Handlers, Sprayers, and Applicators, Vegetation
10th
$34,490$34,590
25th
$44,180$38,040
Median
$59,530$45,200
75th
$77,410$50,960
90th
$101,330$58,910

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Municipal Firefighters2028–2035
Pesticide Handlers, Sprayers, and Applicators, Vegetation2028–2035
20242030203520402045

Municipal Firefighters has a longer runway before significant displacement, projected 0 years later than Pesticide Handlers, Sprayers, and Applicators, Vegetation.

Risk-Adjusted Salary

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

Municipal Firefighters

$48,993

from $59,530

Pesticide Handlers, Sprayers, and Applicators, Vegetation

$32,535

from $45,200

After adjusting for AI risk, Municipal Firefighters offers $16,458 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Municipal

0

Unique to Pesticide

Combined Protection Strategy

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

Regulatory Barriers
Social Intelligence
Fine Manipulation
Decision Complexity
Municipal FirefightersPesticide Handlers, Sprayers, and Applicators, Vegetation
Find transitions from Municipal FirefightersFind transitions from Pesticide Handlers, Sprayers, and Applicators, Vegetation