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AI exposure Life, physical and social science

Will AI replace foresters?

Foresters. US occupation 19-1032.

0.0%

of the time foresters spend on their work goes on tasks where AI is already being used to do that work.of foresters' 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 forestersWhat foresters no longer do alone

O*NET lists 25 tasks for foresters. None of them shows meaningful AI use at work yet.

What it does not touch, yetWhat still needs a human

25 of the 25 tasks show no AI use at work in the data.

  • Analyze effect of forest conditions on tree growth rates and tree species prevalence and the yield, duration, seed production, growth viability, and germination of different species.Core task
  • Choose and prepare sites for new trees, using controlled burning, bulldozers, or herbicides to clear weeds, brush, and logging debris.Core task
  • Conduct public educational programs on forest care and conservation.Core task
  • Contact local forest owners and gain permission to take inventory of the type, amount, and location of all standing timber on the property.Core task
  • Determine methods of cutting and removing timber with minimum waste and environmental damage.Core task
  • Develop techniques for measuring and identifying trees.Core task
Show the other 19
  • Direct, and participate in, forest fire suppression.Core task
  • Establish short- and long-term plans for management of forest lands and forest resources.Core task
  • Map forest area soils and vegetation to estimate the amount of standing timber and future value and growth.Core task
  • Monitor contract compliance and results of forestry activities to assure adherence to government regulations.Core task
  • Monitor forest-cleared lands to ensure that they are reclaimed to their most suitable end use.Core task
  • Monitor wildlife populations and assess the impacts of forest operations on population and habitats.Core task
  • Negotiate terms and conditions of agreements and contracts for forest harvesting, forest management and leasing of forest lands.Core task
  • Perform inspections of forests or forest nurseries.Core task
  • Plan and direct construction and maintenance of recreation facilities, fire towers, trails, roads and bridges, ensuring that they comply with guidelines and regulations set for forested public lands.Core task
  • Plan and direct forest surveys and related studies and prepare reports and recommendations.Core task
  • Plan and implement projects for conservation of wildlife habitats and soil and water quality.Core task
  • Plan and supervise forestry projects, such as determining the type, number and placement of trees to be planted, managing tree nurseries, thinning forest and monitoring growth of new seedlings.Core task
  • Plan cutting programs and manage timber sales from harvested areas, assisting companies to achieve production goals.Core task
  • Procure timber from private landowners.Core task
  • Provide advice and recommendations, as a consultant on forestry issues, to private woodlot owners, firefighters, government agencies or to companies.Core task
  • Study different tree species' classification, life history, light and soil requirements, adaptation to new environmental conditions and resistance to disease and insects.Core task
  • Subcontract with loggers or pulpwood cutters for tree removal and to aid in road layout.Core task
  • Supervise activities of other forestry workers.Core task
  • Develop new techniques for wood or residue use.

How that compares

Among the 46 life, physical and social science occupations, foresters rank 42. The group averages 12.2%, and its most exposed job is Political Scientists at 45.2%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Level with 0.0%

  1. 346Forensic Science Technicians 0.0%
  2. 346Forest and Conservation Workers 0.0%
  3. 346Forest Fire Inspectors and Prevention Specialists 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.