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AI exposure Protective service

Will AI replace forest fire inspectors and prevention specialists?

Forest Fire Inspectors and Prevention Specialists. US occupation 33-2022.

0.0%

of the time forest fire inspectors and prevention specialists spend on their work goes on tasks where AI is already being used to do that work.of forest fire inspectors and prevention specialists' working hours go on tasks AI has already started taking off their plate.

Ranked 346 of 756 US occupations. No AI use seen in the work yet, along with 410 other occupations.No handover started yet, along with 410 other occupations.

Average US job 7.7%

Among the least exposed jobs there are.Still waiting for liberation.

What AI already does for forest fire inspectors and prevention specialistsWhat forest fire inspectors and prevention specialists no longer do alone

O*NET lists 16 tasks for forest fire inspectors and prevention specialists. None of them shows meaningful AI use at work yet.

What it does not touch, yetWhat still needs a human

16 of the 16 tasks show no AI use at work in the data.

  • Administer regulations regarding sanitation, fire prevention, violation corrections, and related forest regulations.Core task
  • Compile and report meteorological data, such as temperature, relative humidity, wind direction and velocity, and types of cloud formations.Core task
  • Conduct wildland firefighting training.Core task
  • Direct crews working on firelines during forest fires.Core task
  • Direct maintenance and repair of firefighting equipment, or requisition new equipment.Core task
  • Educate the public about fire safety and prevention.Core task
Show the other 10
  • Estimate sizes and characteristics of fires, and report findings to base camps by radio or telephone.Core task
  • Examine and inventory firefighting equipment, such as axes, fire hoses, shovels, pumps, buckets, and fire extinguishers, to determine amount and condition.Core task
  • Extinguish smaller fires with portable extinguishers, shovels, and axes.Core task
  • Inspect camp sites to ensure that campers are in compliance with forest use regulations.Core task
  • Inspect forest tracts and logging areas for fire hazards such as accumulated wastes or mishandling of combustibles, and recommend appropriate fire prevention measures.Core task
  • Locate forest fires on area maps, using azimuth sighters and known landmarks.Core task
  • Maintain records and logbooks.Core task
  • Patrol assigned areas, looking for forest fires, hazardous conditions, and weather phenomena.Core task
  • Relay messages about emergencies, accidents, locations of crew and personnel, and fire hazard conditions.Core task
  • Restrict public access and recreational use of forest lands during critical fire seasons.Core task

How that compares

Among the 21 protective service occupations, forest fire inspectors and prevention specialists rank 14. The group averages 1.2%, and its most exposed job is Police and Sheriff's Patrol Officers at 12.3%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Level with 0.0%

  1. 346Food Service Managers 0.0%
  2. 346Forensic Science Technicians 0.0%
  3. 346Forest and Conservation Workers 0.0%

What this does and does not mean

Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.

A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.

Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.