Will AI replace Soil and Plant Scientists?

What this score means

Soil and Plant Scientists sits in the middle of the exposure range for Research & Science. Routine parts of the job are starting to automate, but much of it still depends on judgment, relationships, and context that today's models handle poorly. At 41 out of 100 it sits close to the Research & Science average of 41. Across the 4 sources behind this baseline, individual estimates run from 22 to 63, 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 Soil and Plant Scientists, most central first, showing 12 of 27.

• 01Communicate research or project results to other professionals or the public or teach related courses, seminars, or workshops.
• 02Develop methods of conserving or managing soil that can be applied by farmers or forestry companies.
• 03Provide information or recommendations to farmers or other landowners regarding ways in which they can best use land, promote plant growth, or avoid or correct problems such as erosion.
• 04Conduct experiments to develop new or improved varieties of field crops, focusing on characteristics such as yield, quality, disease resistance, nutritional value, or adaptation to specific soils or climates.
• 05Investigate soil problems or poor water quality to determine sources and effects.
• 06Investigate responses of soils to specific management practices to determine the use capabilities of soils and the effects of alternative practices on soil productivity.
• 07Conduct experiments to investigate the underlying mechanisms of plant growth and response to the environment.
• 08Identify degraded or contaminated soils and develop plans to improve their chemical, biological, or physical characteristics.
• 09Develop new or improved methods or products for controlling or eliminating weeds, crop diseases, or insect pests.
• 10Provide advice regarding the development of regulatory standards for land reclamation or soil conservation.
• 11Study soil characteristics to classify soils on the basis of factors such as geographic location, landscape position, or soil properties.
• 12Develop improved measurement techniques, soil conservation methods, soil sampling devices, or related technology.

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 Soil and Plant 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

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