AI exposure Life, physical and social science
Will AI replace forest and conservation technicians?
Forest and Conservation Technicians. US occupation 19-4071.
The reading
2.2%
of the time forest and conservation technicians spend on their work goes on tasks where AI is already being used to do that work.of forest and conservation technicians' working hours go on tasks AI has already started taking off their plate.
Ranked 315 of 756 US occupations. More exposed than 57% of them.Further along than 57% of them.
Per cent of working time Square-law scale
Average US job 7.7%
Around the middle of the pack.Keeping pace with the average job.
What AI already does for forest and conservation techniciansWhat forest and conservation technicians no longer do alone
O*NET lists 20 tasks for forest and conservation technicians. AI use at work shows up in 1 of them. Each score runs from 0.5, where every observed use helps a person with the task, to 1, where every use does the task outright.
- Develop and maintain computer databases. mostly automated 0.90
What it does not touch, yetWhat still needs a human
19 of the 20 tasks show no AI use at work in the data.
- Map forest tract data using digital mapping systems.Core task
- Patrol park or forest areas to protect resources and prevent damage.Core task
- Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention.Core task
- Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks.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.Core task
- Conduct laboratory or field experiments with plants, animals, insects, diseases, and soils.
Show the other 13
- Inspect trees and collect samples of plants, seeds, foliage, bark, and roots to locate insect and disease damage.
- Issue fire permits, timber permits, and other forest use licenses.
- Keep records of the amount and condition of logs taken to mills.
- Manage forest protection activities, including fire control, fire crew training, and coordination of fire detection and public education programs.
- Measure distances, clean sightlines, and record data to help survey crews.
- Monitor activities of logging companies and contractors.
- Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement.
- Plan and supervise construction of access routes and forest roads.
- Provide forestry education and general information, advice, and recommendations to woodlot owners, community organizations, and the general public.
- 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.
- Select and mark trees for thinning or logging, drawing detailed plans that include access roads.
- Supervise forest nursery operations, timber harvesting, land use activities such as livestock grazing, and disease or insect control programs.
- Survey, measure, and map access roads and forest areas such as burns, cut-over areas, experimental plots, and timber sales sections.
How that compares
Among the 46 life, physical and social science occupations, forest and conservation technicians rank 35. The group averages 12.2%, and its most exposed job is Political Scientists at 45.2%. The average US occupation sits at 7.7%.
Just above in the ranking
- 313Environmental Science Teachers, Postsecondary 2.3%
- 313Tellers 2.3%
- 315Computer Numerically Controlled Tool Operators 2.2%
Just below
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.