Takeover Tracker
vs

56 shared · 47 different

core competencies

13%low risk
Roofers

Side-by-Side Comparison

MetricForest FirefightersRoofers
Risk Score21.0%13.3%
Risk TierLow RiskLow Risk
Risk Percentile9th0th
Tasks at Risk (>50%)2 / 152 / 15
Median Salary$59,530$50,970
Employment332K137K

Skill Comparison

|

Sorted by largest difference

Assisting and Caring for Others
Public Safety and Security
Transportation
Chemistry
Customer and Personal Service
Provide Consultation and Advice to Others
Performing for or Working Directly with the Public
Operating Vehicles, Mechanized Devices, or Equipment
Response Orientation
Establishing and Maintaining Interpersonal Relationships
Service OrientationAI-Resistant
Documenting/Recording Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Forest Firefighters

35%

total discount

Roofers

28%

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.

Roofers

2 of 15 at risk
73%Estimate materials and labor required to complete roofing jobs.
53%Inspect problem roofs to determine the best repair procedures.
13%Waterproof or damp-proof walls, floors, roofs, foundations, or basements by painting or spraying surfaces with waterproof coatings or by attaching waterproofing membranes to surfaces.
13%Apply reflective roof coatings, such as special paints or single-ply roofing sheets, to existing roofs to reduce solar heat absorption.
11%Remove snow, water, or debris from roofs prior to applying roofing materials.

Wage Comparison

Roofers earns -$8,560(-14%) vs Forest Firefighters
Forest FirefightersRoofers
10th
$34,490$37,060
25th
$44,180$45,300
Median
$59,530$50,970
75th
$77,410$64,010
90th
$101,330$80,780

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Forest Firefighters20282035
Roofers20282035
20242030203520402045

Roofers 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

Roofers

$44,201

from $50,970

After adjusting for AI risk, Forest Firefighters offers $2,828 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Forest

0

Unique to Roofers

Combined Protection Strategy

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

Social Intelligence
Decision Complexity
Regulatory Barriers
Creativity
Forest FirefightersRoofers