Takeover Tracker
vs

23 shared · 74 different

core competencies

Side-by-Side Comparison

MetricForest FirefightersInsulation Workers, Floor, Ceiling, and Wall
Risk Score21.0%13.4%
Risk TierLow RiskLow Risk
Risk Percentile9th1th
Tasks at Risk (>50%)2 / 151 / 10
Median Salary$59,530$48,680
Employment332K39K

Skill Comparison

|

Sorted by largest difference

Assisting and Caring for Others
Public Safety and Security
Customer and Personal Service
Education and Training
Coaching and Developing Others
Monitor Processes, Materials, or Surroundings
Establishing and Maintaining Interpersonal Relationships
Communicating with Persons Outside Organization
Operating Vehicles, Mechanized Devices, or Equipment
Transportation
Building and Construction
Provide Consultation and Advice to Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Forest Firefighters

35%

total discount

Insulation Workers, Floor, Ceiling, and Wall

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Forest Firefighters

2 of 15 at risk
76%Maintain knowledge of current firefighting practices by participating in drills and by attending seminars, conventions, and conferences.
74%Maintain contact with fire dispatchers at all times to notify them of the need for additional firefighters and supplies, or to detail any difficulties encountered.
49%Operate pumps connected to high-pressure hoses.
49%Maintain fire equipment and firehouse living quarters.
49%Transport personnel and cargo to and from fire areas.

Insulation Workers, Floor, Ceiling, and Wall

1 of 10 at risk
85%Read blueprints and select appropriate insulation, based on space characteristics and the heat retaining or excluding characteristics of the material.
47%Move controls, buttons, or levers to start blowers and regulate flow of materials through nozzles.
47%Fill blower hoppers with insulating materials.
11%Measure and cut insulation for covering surfaces, using tape measures, handsaws, power saws, knives, or scissors.
11%Fit, wrap, staple, or glue insulating materials to structures or surfaces, using hand tools or wires.

Wage Comparison

Insulation Workers, Floor, Ceiling, and Wall earns -$10,850(-18%) vs Forest Firefighters
Forest FirefightersInsulation Workers, Floor, Ceiling, and Wall
10th
$34,490$35,950
25th
$44,180$40,270
Median
$59,530$48,680
75th
$77,410$60,420
90th
$101,330$77,160

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Forest Firefighters20282035
Insulation Workers, Floor, Ceiling, and Wall20282035
20242030203520402045

Insulation Workers, Floor, Ceiling, and Wall has a longer runway before significant displacement, projected 0 years later than Forest Firefighters.

Risk-Adjusted Salary

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

Forest Firefighters

$47,029

from $59,530

Insulation Workers, Floor, Ceiling, and Wall

$42,142

from $48,680

After adjusting for AI risk, Forest Firefighters offers $4,886 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Forest

0

Unique to Insulation

Combined Protection Strategy

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

Social Intelligence
Regulatory Barriers
Decision Complexity
Fine Manipulation
Forest FirefightersInsulation Workers, Floor, Ceiling, and Wall