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AI Job Risk

Occupation baseline · Research consensus

Will AI replace Range Managers?

Lower risk

Baseline AI displacement risk for Range Managers, aggregated from 6 research sources.

What this score means

Range Managers leans toward the safer end for Research & Science. Parts of the role touch tasks AI is getting good at, but the core still depends on hands on work or judgment that resists automation. At 28 out of 100 it scores 11 points below the Research & Science average of 39. Across the 6 sources behind this baseline, individual estimates run from 10 to 42, 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 Range Managers, most central first, showing 12 of 16.

  • 01Regulate grazing, such as by issuing permits and checking for compliance with standards, and help ranchers plan and organize grazing systems to manage, improve, protect, and maximize the use of rangelands.
  • 02Manage forage resources through fire, herbicide use, or revegetation to maintain a sustainable yield from the land.
  • 03Coordinate with federal land managers and other agencies and organizations to manage and protect rangelands.
  • 04Measure and assess vegetation resources for biological assessment companies, environmental impact statements, and rangeland monitoring programs.
  • 05Maintain soil stability and vegetation for non-grazing uses, such as wildlife habitats and outdoor recreation.
  • 06Study grazing patterns to determine number and kind of livestock that can be most profitably grazed and to determine the best grazing seasons.
  • 07Offer advice to rangeland users on water management, forage production methods, and control of brush.
  • 08Plan and direct construction and maintenance of range improvements, such as fencing, corrals, stock-watering reservoirs, and soil-erosion control structures.
  • 09Mediate agreements among rangeland users and preservationists as to appropriate land use and management.
  • 10Study rangeland management practices and research range problems to provide sustained production of forage, livestock, and wildlife.
  • 11Tailor conservation plans to landowners' goals, such as livestock support, wildlife, or recreation.
  • 12Develop technical standards and specifications used to manage, protect, and improve the natural resources of range lands and related grazing lands.

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 6 research sources that scored Range Managers 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 Range Managers?
Published research puts Range Managers at 28 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 6 research sources and describes the typical version of the role, not any individual.
Do researchers agree on the risk for Range Managers?
Only partly. Individual estimates for Range Managers run from 10 to 42 out of 100 across the 6 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 Range Managers by score are Nuclear Monitoring Technicians (29/100), Park Naturalists (29/100), and Geoscientists, Except Hydrologists and Geographers (30/100). Each has its own page with the research behind its number.

Also covers

Conservationist · Forestry and Wildlife Manager · Land Management Supervisor · Natural Resource Management Specialist · Natural Resource Manager · Natural Resource Officer · Natural Resource Specialist · Natural Resources Officer 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.