33-2022.00

Forest Fire Inspectors and Prevention Specialists

Enforce fire regulations, inspect forest for fire hazards, and recommend forest fire prevention or control measures. May report forest fires and weather conditions.

Low Risk

You're basically automation-proof

Safer than 14% of occupations we track

Frey & Osborne (2013) estimated 5% probability of automation for this role

paper →

14%

of jobs safer

878

jobs riskier than this

+14.6%

projected growth

Disruption Vector

Disruption Type

Human-Centric

This occupation relies heavily on human judgment, empathy, creativity, or physical dexterity that remains beyond current AI capabilities.

Forest fire inspectors and prevention specialists conduct field inspections, investigate fire origins, and educate landowners on fire prevention — work that requires physical presence in wildland environments and specialized knowledge of fire behavior and vegetation management. AI fire spread modeling tools (FARSITE with AI extensions) and satellite imagery analysis assist with risk assessment, but the inspection and enforcement functions are legally required to be performed by credentialed humans. Through 2027, escalating wildfire frequency is increasing demand for these specialists.

Augmented byAI augmentation tools

Salary & Job Outlook

Median Annual Pay

$52,380

US Bureau of Labor Statistics

10-Year Job Growth

+14.6%

Much faster than average

Education Required

High school diploma or equivalent

Job Zone 3 / 5

AI Risk Timeline

1.9

2.2

2.5

3.1

Today

Current AI exposure

5 Years

Near-term outlook

10 Years

Medium-term risk

20 Years

Long-term trajectory

Projection model: Based on current AI capability growth rates. High-risk occupations are projected to see compounding automation pressure, while human-centric roles show slower risk accumulation. These are statistical projections, not guarantees.

Skills Analysis — AI Vulnerability

AI can replicate (0)

AI-resistant (2)

Mixed

Active Listening75%

Speaking72%

Service Orientation70%

Coordination68%

Time Management65%

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Forest Fire Inspectors and Prevention Specialists

1.9

/ 10

Low Risk

19% automation risk

"Congrats — you are delightfully robot-proof. Go touch some grass."

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FOREST FIRE INSPECTORS AND PREVENTION SPECIALISTS

1.9

/ 10

LOW RISK

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You're safer than 14% of all knowledge workers we track.

This analysis is for informational purposes only and is based on statistical models and academic research. It does not constitute career advice and is not a guarantee of future employment outcomes. AI impact varies significantly by employer, region, and individual circumstances. Learn about our methodology →