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AI Job Risk

Occupation baseline · Research consensus

Will AI replace Forest and Conservation Technicians?

Lower risk

Baseline AI displacement risk for Forest and Conservation Technicians, aggregated from 5 research sources.

What this score means

Forest and Conservation Technicians 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 19 out of 100 it scores 20 points below the Research & Science average of 39. Across the 5 sources behind this baseline, individual estimates run from 5 to 33, 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 Forest and Conservation Technicians, most central first, showing 12 of 20.

  • 01Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks.
  • 02Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities.
  • 03Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention.
  • 04Patrol park or forest areas to protect resources and prevent damage.
  • 05Map forest tract data using digital mapping systems.
  • 06Keep records of the amount and condition of logs taken to mills.
  • 07Manage forest protection activities, including fire control, fire crew training, and coordination of fire detection and public education programs.
  • 08Monitor activities of logging companies and contractors.
  • 09Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement.
  • 10Plan and supervise construction of access routes and forest roads.
  • 11Select and mark trees for thinning or logging, drawing detailed plans that include access roads.
  • 12Supervise forest nursery operations, timber harvesting, land use activities such as livestock grazing, and disease or insect control programs.

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 Forest and Conservation Technicians for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

Common questions

How likely is AI to replace Forest and Conservation Technicians?
Published research puts Forest and Conservation Technicians at 19 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 Forest and Conservation Technicians?
Only partly. Individual estimates for Forest and Conservation Technicians run from 5 to 33 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 Forest and Conservation Technicians by score are Foresters (17/100), Forensic Science Technicians (24/100), and Nuclear Technicians (24/100). Each has its own page with the research behind its number.

Also covers

Biological Science Aide · Conservation Agent · Conservation Officer · Conservation Technician · Field Technician (Field Tech) · Forest Technician · Forester Aide · Forestry Aid Technician and related titles

Estimated displacement window

The dated estimate for this role is included in the full personalised report.

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Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.