Soil and Plant Scientist
This occupation's very low structural score (13/100) reflects how much of the job's actual work, data analysis, research writing, and pattern-finding across soil and crop data, overlaps with current AI capability.
We have not ingested real-world usage data for this occupation yet. We show a band only where genuine data exists, rather than estimate one.
What a soil and plant scientist actually does
Soil and plant scientists research crop breeding, physiology, production, and management, and develop soil conservation methods to help farmers and landowners maintain productive land over the long term. Daily work includes running experiments on crop varieties, investigating soil problems like erosion or nutrient depletion, developing weed, disease, and pest control methods, and communicating research findings to farmers, agricultural companies, and other scientists.
The work splits between field research, collecting soil and plant samples, and lab-and-desk analysis, interpreting data and writing up findings. Soil and plant scientists work for universities, government agricultural agencies, agribusiness companies, and consulting firms, and most positions require a bachelor's degree at minimum, with many roles requiring a master's or doctoral degree.
Why it reads this way
This occupation's very low structural score (13/100) reflects how much of the job's actual work, data analysis, research writing, and pattern-finding across soil and crop data, overlaps with current AI capability.
Real, current precision-agriculture technology reinforces that overlap directly: soil sensor deployment is projected to roughly double by 2026 in water-stressed and high-value growing regions, and AI now fuses satellite, drone, sensor, and machinery data into irrigation and fertilization recommendations, shifting a meaningful share of this occupation's core analytical work toward automated data processing.
Unlike Environmental Engineer or Civil Engineer, this occupation carries no individually-held professional license requirement; the advanced degree many positions require (Job Zone 5, extensive preparation) reflects deep subject-matter training rather than a legal wall an AI system can't cross.
BLS projects faster-than-average growth (5-6%) through 2034, a real, current demand signal, but per this site's standing distinction, hiring demand and task-level automation resistance are different things, and this occupation's low score, uncushioned by a reliable legal wall, is taken at face value, the same pattern already documented on this site for Environmental Scientist and Specialist.
Skills this role draws on
Range source: BLS Occupational Employment and Wage Statistics / O*NET OnLine, 2022-2025
Average source: O*NET OnLine 2025 wage data (Annual Median Wage) for Soil and Plant Scientists (19-1013.00); min/max from BLS OEWS May 2022 10th/90th percentile, the most recent detailed percentile breakdown found
Safer, skill-adjacent careers
These aren't generic "consider retraining" suggestions. Each one shares real skill or task overlap with soil and plant scientist work, and each one scores meaningfully higher on our structural exposure scale, with the reasoning shown below.
A related agriculture-focused role already published as Safe on this site, drawing on similar plant- and soil-science knowledge but weighted toward field inspection and regulatory authority.
Builds on real plant-science and land-use knowledge, moving toward a design-and-planning role with professional licensure in most states.
A hands-on agricultural leadership role already published as Safe on this site, trading research work for direct, on-the-ground crop and personnel management.
Soil and Plant Scientist scores 13/100, one of the lowest scores in this industry, and no individual license or physical-presence requirement holds the verdict up the way it does for other Safe-framed roles on this site. Real, current precision-agriculture technology reinforces the low score directly: soil-sensor deployment is projected to roughly double by 2026 in water-stressed regions, and AI already fuses satellite, drone, sensor, and machinery data into irrigation and fertilization recommendations, work that overlaps with this occupation's core research and analysis tasks. BLS projects faster-than-average growth (5-6%) through 2034, but per this site's standing distinction, hiring demand and task-level automation resistance are different things, and this occupation's low score, uncushioned by a reliable legal wall, is taken at face value, the same pattern already documented for Environmental Scientist and Specialist.
This is a researched judgment (checklist v1.2), not a statistical measurement — it sits alongside, not instead of, the structural exposure signal above. Next scheduled review: 2027-02-19.
Data sources & methodology
Salary data: BLS Occupational Employment and Wage Statistics / O*NET OnLine, 2022-2025. Average figure sourced separately: O*NET OnLine 2025 wage data (Annual Median Wage) for Soil and Plant Scientists (19-1013.00); min/max from BLS OEWS May 2022 10th/90th percentile, the most recent detailed percentile breakdown found.
Task descriptions: Based on O*NET occupational analysis (19-1013.00).
Real-world AI usage band: Microsoft's "Working with AI" study of Bing Copilot conversations mapped to O*NET tasks (arXiv 2507.07935), and corroborating data from the Anthropic Economic Index.
Growth projections: 5-6% (2024-2034, faster than average, per BLS-linked Soil and Plant Scientists outlook), based on BLS Occupational Outlook Handbook.