Will AI replace Conservation Scientists?

What this score means

Conservation Scientists 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 36 out of 100 it scores 5 points below the Research & Science average of 41. Across the 4 sources behind this baseline, individual estimates run from 20 to 55, 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 Conservation Scientists, most central first, showing 12 of 30.

• 01Apply principles of specialized fields of science, such as agronomy, soil science, forestry, or agriculture, to achieve conservation objectives.
• 02Plan soil management or conservation practices, such as crop rotation, reforestation, permanent vegetation, contour plowing, or terracing, to maintain soil or conserve water.
• 03Monitor projects during or after construction to ensure projects conform to design specifications.
• 04Advise land users, such as farmers or ranchers, on plans, problems, or alternative conservation solutions.
• 05Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans.
• 06Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals.
• 07Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations.
• 08Participate on work teams to plan, develop, or implement programs or policies for improving environmental habitats, wetlands, or groundwater or soil resources.
• 09Compute cost estimates of different conservation practices, based on needs of land users, maintenance requirements, or life expectancy of practices.
• 10Develop or maintain working relationships with local government staff or board members.
• 11Revisit land users to view implemented land use practices or plans.
• 12Visit areas affected by erosion problems to identify causes or determine solutions.

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 4 research sources that scored Conservation Scientists for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

• 01Anthropic Economic Index 2026 - AI Task Exposure · 2026
• 02Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025
• 03GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
• 04AI Occupational Exposure to Language Modeling · 2023

Also covers

Agricultural Consultant · Agriculture Consultant · Aquatic Ecologist · Aquatic Habitat Restoration Technician · Botany Technician · Conservation Agent · Conservation Associate · Conservation Engineer and related titles

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