As of June 2026, Forest Fire Inspectors and Prevention Specialists has an AI-exposure score of 50/100 (Elevated exposure) on the AI-Safe Careers index, blending O*NET tasks, the Anthropic Economic Index, the Penn/OpenAI study, and BLS data. This is an estimate of task exposure, not a prediction of job loss.

AI Exposure Score for

Forest Fire Inspectors and Prevention Specialists

50/100
Elevated exposure
LowModerateElevatedHighVery High

More exposed than 32% of the roles we track. Median pay ~US$56,870. About 300 projected openings a year (BLS 2024–34 — growth plus replacement).

Pay & demand figures are US medians (BLS, in USD) — your local figures will differ. Your exposure score applies broadly.

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How you compare to similar Protective Service roles

Forest Fire Inspectors and Prevention Specialists (you)
50
Fish and Game Wardens
51
Transit and Railroad Police
52
First-Line Supervisors of Firefighting and Prevention Workers
52
Transportation Security Screeners
53
Bailiffs
47
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Your tasks, by AI exposure

Automatable
  • Maintain records and logbooks.
  • Compile and report meteorological data, such as temperature, relative humidity, wind direction and velocity, and types of cloud formations.
Augmentable
  • Restrict public access and recreational use of forest lands during critical fire seasons.
  • Conduct wildland firefighting training.
  • Relay messages about emergencies, accidents, locations of crew and personnel, and fire hazard conditions.
  • Estimate sizes and characteristics of fires, and report findings to base camps by radio or telephone.
  • Direct crews working on firelines during forest fires.
  • Administer regulations regarding sanitation, fire prevention, violation corrections, and related forest regulations.
  • Examine and inventory firefighting equipment, such as axes, fire hoses, shovels, pumps, buckets, and fire extinguishers, to determine amount and condition.
  • Direct maintenance and repair of firefighting equipment, or requisition new equipment.
  • Locate forest fires on area maps, using azimuth sighters and known landmarks.
  • Patrol assigned areas, looking for forest fires, hazardous conditions, and weather phenomena.
  • Educate the public about fire safety and prevention.
  • Inspect camp sites to ensure that campers are in compliance with forest use regulations.
  • Extinguish smaller fires with portable extinguishers, shovels, and axes.
  • Inspect forest tracts and logging areas for fire hazards such as accumulated wastes or mishandling of combustibles, and recommend appropriate fire prevention measures.
Durable

No durable tasks identified for this role — its real, individually-assessed tasks consistently read as augmentable (88%).

Safer adjacent roles

Firefighters
80% skills overlap · Moderate exposure · ~US$59,280
44
First-Line Supervisors of Firefighting and Prevention Workers
72% skills overlap · Elevated exposure · ~US$93,530
52
Fire Inspectors and Investigators
64% skills overlap · Elevated exposure · ~US$75,920
58
Fire-Prevention and Protection Engineers
56% skills overlap · Elevated exposure · ~US$115,160
55
Forest and Conservation Technicians
48% skills overlap · Elevated exposure · ~US$54,560
57
Foresters
40% skills overlap · Elevated exposure · ~US$76,400
55
Emergency Management Directors
40% skills overlap · Elevated exposure · ~US$93,330
54
Occupational Health and Safety Specialists
40% skills overlap · Elevated exposure · ~US$90,150
57

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Important: This is an estimate of AI exposure, not a prediction that your job will disappear. It is designed to help you understand how your role may change and improve your career resilience.