Will AI replace Forest Fire Inspectors and Prevention Specialists?
AI reaches some of this job’s work, but most of it stays with people.
38/100
Moderate exposure
More exposed to AI than 59% of US workers.
- AI already used in
- 0% of the work
- As AI tools mature: up to
- 50% of the work
What the job involves
Enforce fire regulations, inspect forest for fire hazards, and recommend forest fire prevention or control measures. May report forest fires and weather conditions.
Where AI reaches the work
The job’s main tasks, heaviest first, by how far AI reaches them.
Within reach(8)
- 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.
- Compile and report meteorological data, such as temperature, relative humidity, wind direction and velocity, and types of cloud formations.
- Patrol assigned areas, looking for forest fires, hazardous conditions, and weather phenomena.
and 3 more
Out of reach(8)
- Conduct wildland firefighting training.
- Extinguish smaller fires with portable extinguishers, shovels, and axes.
- Locate forest fires on area maps, using azimuth sighters and known landmarks.
- Educate the public about fire safety and prevention.
- Examine and inventory firefighting equipment, such as axes, fire hoses, shovels, pumps, buckets, and fire extinguishers, to determine amount and condition.
and 3 more
Also called
Fire Ranger · Fire Warden · Fire Operations Forester · Wildfire Prevention Specialist · District Ranger · Tower Watchman · Wildland Fire Operations Specialist · Fire Management Officer
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What these numbers mean
The score is the share of this job’s work, weighted by how important and frequent each task is, that AI could do in half the time: tasks an AI model could do alone count in full, tasks that need software built on AI count half.
“AI already used” is the share of the work in tasks where people are recorded using AI today. “As AI tools mature” counts every task AI could halve, with or without extra software.
The percentile compares the score with every job’s, weighted by how many people in the US do each one. Exposure means AI could change how the work is done, not that the job goes away. These are estimates for the typical job, not predictions.
Sources
- O*NET 31.0 Database, U.S. Department of Labor, Employment and Training Administration
- GPTs are GPTs: Labor market impact potential of LLMs (task labels), Eloundou, Manning, Mishkin & Rock (2023), OpenAI and University of Pennsylvania
- Anthropic Economic Index: labor market impacts (task penetration), Anthropic
- Occupational Employment and Wage Statistics, May 2025 (national and metropolitan areas), U.S. Bureau of Labor Statistics