Occupation baseline · Research consensus
Will AI replace Foresters?
Baseline AI displacement risk for Foresters, aggregated from 5 research sources.
What this score means
Foresters is among the least exposed roles in Research & Science. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 17 out of 100 it scores 22 points below the Research & Science average of 39. Across the 5 sources behind this baseline, individual estimates run from 7 to 37, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Foresters, most central first, showing 12 of 25.
- 01Monitor contract compliance and results of forestry activities to assure adherence to government regulations.
- 02Negotiate terms and conditions of agreements and contracts for forest harvesting, forest management and leasing of forest lands.
- 03Plan and implement projects for conservation of wildlife habitats and soil and water quality.
- 04Establish short- and long-term plans for management of forest lands and forest resources.
- 05Plan cutting programs and manage timber sales from harvested areas, assisting companies to achieve production goals.
- 06Determine methods of cutting and removing timber with minimum waste and environmental damage.
- 07Perform inspections of forests or forest nurseries.
- 08Map forest area soils and vegetation to estimate the amount of standing timber and future value and growth.
- 09Monitor forest-cleared lands to ensure that they are reclaimed to their most suitable end use.
- 10Develop techniques for measuring and identifying trees.
- 11Supervise activities of other forestry workers.
- 12Plan and direct forest surveys and related studies and prepare reports and recommendations.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 5 research sources that scored Foresters for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 04GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 05AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Foresters?
- Published research puts Foresters at 17 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Foresters?
- Only partly. Individual estimates for Foresters run from 7 to 37 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which research & science roles face similar AI exposure?
- The closest published research & science roles to Foresters by score are Forest and Conservation Technicians (19/100), Forensic Science Technicians (24/100), and Nuclear Technicians (24/100). Each has its own page with the research behind its number.
Also covers
Area Forester · Consulting Utility Forester · Debris Monitor · District Forester · Environmental Protection Forester · Extension Forester · Fire Prevention Forester · Forest Ecologist and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
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More research & science occupations
- Nuclear Monitoring Technicians29/100
- Park Naturalists29/100
- Range Managers28/100
- Occupational Health and Safety Technicians26/100
- Agricultural Technicians25/100
- Forensic Science Technicians24/100
- Nuclear Technicians24/100
- Forest and Conservation Technicians19/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.