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Forest and Conservation Technicians

Forest and Conservation Technicians score 33 out of 100, which is moderate exposure to AI. That ranks #499 of 923 US occupations, where #1 is the most exposed. Of the 21 tasks in this job, AI could speed up 2 on its own and 11 more with extra software built on top of it. In April–May 2026, 2 of these tasks showed up in real conversations with Claude, Anthropic's AI assistant.

33/ 100
Moderate
Rank
#499of 923 jobs
US workers
30,410BLS, May 2025
Median pay
$54,560a year
In real AI use
2 of 21tasks, April–May 2026

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

  • AI can speed this up on its own: 2 (10%)
  • AI can speed this up with extra software: 11 (52%)
  • Little or no AI speed-up: 8 (38%)
  • Keep records of the amount and condition of logs taken to mills.AI can speed this up on its own · supplemental task
  • Develop and maintain computer databases.AI can speed this up on its own · supplemental task
  • Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention.AI can speed this up with extra software · core task · Seen in real AI use
  • Map forest tract data using digital mapping systems.AI can speed this up with extra software · core task
  • Manage forest protection activities, including fire control, fire crew training, and coordination of fire detection and public education programs.AI can speed this up with extra software · supplemental task
  • Monitor activities of logging companies and contractors.AI can speed this up with extra software · supplemental task
  • Select and mark trees for thinning or logging, drawing detailed plans that include access roads.AI can speed this up with extra software · supplemental task
  • Measure distances, clean sightlines, and record data to help survey crews.AI can speed this up with extra software · supplemental task
  • Issue fire permits, timber permits, and other forest use licenses.AI can speed this up with extra software · supplemental task
  • Survey, measure, and map access roads and forest areas such as burns, cut-over areas, experimental plots, and timber sales sections.AI can speed this up with extra software · supplemental task
  • Provide forestry education and general information, advice, and recommendations to woodlot owners, community organizations, and the general public.AI can speed this up with extra software · supplemental task · Seen in real AI use
  • Provide technical support to forestry research programs in areas such as tree improvement, seed orchard operations, insect and disease surveys, or experimental forestry and forest engineering research.AI can speed this up with extra software · supplemental task
  • Install gauges, stream flow recorders, and soil moisture measuring instruments, and collect and record data from them to assist with watershed analysis.AI can speed this up with extra software · supplemental task
  • Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks.Little or no AI speed-up · core task
  • Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities.Little or no AI speed-up · core task
  • Patrol park or forest areas to protect resources and prevent damage.Little or no AI speed-up · core task
  • Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement.Little or no AI speed-up · supplemental task
  • Plan and supervise construction of access routes and forest roads.Little or no AI speed-up · supplemental task
  • Supervise forest nursery operations, timber harvesting, land use activities such as livestock grazing, and disease or insect control programs.Little or no AI speed-up · supplemental task
  • Inspect trees and collect samples of plants, seeds, foliage, bark, and roots to locate insect and disease damage.Little or no AI speed-up · supplemental task
  • Conduct laboratory or field experiments with plants, animals, insects, diseases, and soils.Little or no AI speed-up · supplemental task

Similar jobs, lower exposure

Related occupations that score at least 10 points lower.

Other jobs in this field

Life, Physical, and Social Science occupations close to this one.

Questions about forest and conservation technicians and AI

Will AI replace forest and conservation technicians?

Unlikely. Most of the work is hard for today's AI to speed up. Forest and Conservation Technicians score 33 out of 100 (moderate exposure), #499 of 923 US jobs. AI could speed up 13 of the job's 21 tasks, 2 of them on its own, while 8 see little or no speed-up. Exposure means the work is likely to change, not that the job will disappear.

Which forest and conservation technicians tasks can AI do?

The most exposed tasks include "Keep records of the amount and condition of logs taken to mills"; "Develop and maintain computer databases".

Which forest and conservation technicians tasks are hardest for AI?

Tasks with little or no AI speed-up include "Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks"; "Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities"; "Patrol park or forest areas to protect resources and prevent damage".

Are people already using AI for this work?

Yes. In April–May 2026, 2 of the 21 tasks showed up in real conversations with Claude, according to the Anthropic Economic Index.

How many people work as forest and conservation technicians, and what do they earn?

About 30,410 people in the US, with median pay of $54,560 a year (BLS, May 2025).

How to read this score. Exposure measures how much of the work AI could speed up, not whether the job will disappear. A highly exposed job can change shape, with people spending less time on routine tasks and more on the rest. The score counts tasks AI can speed up on its own in full, and tasks that need extra software at half weight.

The ratings come from published research based on GPT-4 (2023). To show what's happening now, each task is also checked against the latest Anthropic Economic Index, which records which tasks people actually use AI for. That data is refreshed automatically when Anthropic publishes a new release. Read the full method.

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