Job Check
Conservation Scientists
Manage, improve, and protect natural resources to maximize their use without damaging the environment. May conduct soil surveys and develop plans to eliminate soil erosion or to protect rangelands. May instruct farmers, agricultural production managers, or ranchers in best ways to use crop rotation, contour plowing, or terracing to conserve soil and water; in the number and kind of livestock and forage plants best suited to particular ranges; and in range and farm improvements, such as fencing and reservoirs for stock watering.
10 main tasks · most important first
Your main tasks and AI
Importance- 01Apply principles of specialized fields of science, such as agronomy, soil science, forestry, or agriculture, to achieve conservation objectives.AI could speed this up, with extra tools
- 02Plan soil management or conservation practices, such as crop rotation, reforestation, permanent vegetation, contour plowing, or terracing, to maintain soil or conserve water.AI could speed this up, with extra tools
- 03Monitor projects during or after construction to ensure projects conform to design specifications.AI could speed this up, with extra tools
- 04Advise land users, such as farmers or ranchers, on plans, problems, or alternative conservation solutions.AI could speed this up, with extra tools
- 05Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans.Mostly human for now
- 06Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals.AI could speed this up, with extra tools
- 07Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations.AI could speed this up, with extra tools
- 08Participate on work teams to plan, develop, or implement programs or policies for improving environmental habitats, wetlands, or groundwater or soil resources.AI could speed this up, with extra tools
- 09Compute cost estimates of different conservation practices, based on needs of land users, maintenance requirements, or life expectancy of practices.AI could speed this up, with extra tools
- 10Develop or maintain working relationships with local government staff or board members.Mostly human for now
Tasks from O*NET® 31.0 (US Department of Labor, CC BY 4.0, changed by us), most important first. “Already use” comes from Anthropic’s data on real work chats with Claude; “could speed up” from task ratings made with GPT-4 in 2023.
Four studies, side by side
None is a forecast of job lossToo little dataNot enough work use was seen to measure. This does not mean the job is safe from AI.Anthropic, 2026
43%of this job’s tasks an AI model could do in half the time, counting tasks that need extra tools as half (rated in 2023).Eloundou, Manning, Mishkin and Rock, 2023
Above 52% of jobsin how often and how well AI helped with this job’s work in Microsoft Copilot chats (2024 data).Microsoft Research (Tomlinson et al.), 2025
Above 41% of jobsin how much of this job’s physical work robots have been shown to do, from factories to homes (2026).Anthropic, 2026
Your human edge
The main tasks with no real AI use seen and no big speed-up expected. This is where your skill counts most today.
- Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans.
- Develop or maintain working relationships with local government staff or board members.