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Automation Risk Analysis

Will “Crop Protection Research Agronomist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Crop Protection Research Agronomist” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 57% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

42%

“Crop Protection Research Agronomist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 42% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Soil and Plant Scientists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research in breeding, physiology, production, yield, and management of crops and agricultural plants or trees, shrubs, and nursery stock, their growth in soils, and control of pests; or study the chemical, physical, biological, and mineralogical composition of soils as they relate to plant or crop growth. May classify and map soils and investigate effects of alternative practices on soil and crop productivity.

Avg. Annual Salary $83,040
Avg. Hourly Wage $39.92
Available Jobs (US) 16,600
Job Title & Hierarchy Code (SOC) Soil and Plant Scientists #19-1013
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Soil and Plant Scientists”

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Core Skills & Abilities

  • Develop ways of altering soils to suit different types of plants.

  • Plan or supervise land conservation or reclamation programs for industrial development projects.

  • Conduct experiments to investigate the underlying mechanisms of plant growth and response to the environment.

  • Develop improved measurement techniques, soil conservation methods, soil sampling devices, or related technology.

  • Develop environmentally safe methods or products for controlling or eliminating weeds, crop diseases, or pests.

  • Conduct 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.

  • Investigate soil problems or poor water quality to determine sources and effects.

  • Conduct research to determine best methods of planting, spraying, cultivating, harvesting, storing, processing, or transporting horticultural products.

  • Conduct research into the use of plant species as green fuels or in the production of green fuels.

  • Identify degraded or contaminated soils and develop plans to improve their chemical, biological, or physical characteristics.

  • Investigate responses of soils to specific management practices to determine the use capabilities of soils and the effects of alternative practices on soil productivity.

  • Communicate research or project results to other professionals or the public or teach related courses, seminars, or workshops.

  • Provide advice regarding the development of regulatory standards for land reclamation or soil conservation.

  • Develop methods of conserving or managing soil that can be applied by farmers or forestry companies.

  • Research technical requirements or environmental impacts of urban green spaces, such as green roof installations.

  • Perform chemical analyses of the microorganism content of soils to determine microbial reactions or chemical mineralogical relationships to plant growth.

  • Conduct experiments regarding causes of bee diseases or factors affecting yields of nectar or pollen.

  • Study soil characteristics to classify soils on the basis of factors such as geographic location, landscape position, or soil properties.

  • Study ways to improve agricultural sustainability, such as the use of new methods of composting.

  • Identify or classify species of insects or allied forms, such as mites or spiders.

  • Study insect distribution or habitat and recommend methods to prevent importation or spread of injurious species.

  • Consult with engineers or other technical personnel working on construction projects about the effects of soil problems and possible solutions to these problems.

  • Provide 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.

  • Survey undisturbed or disturbed lands for classification, inventory, mapping, environmental impact assessments, environmental protection planning, conservation planning, or reclamation planning.

  • Conduct experiments investigating how soil forms, changes, or interacts with land-based ecosystems or living organisms.

  • Develop new or improved methods or products for controlling or eliminating weeds, crop diseases, or insect pests.

  • Plan or supervise waste management programs for composting or farming.

Technologies & Software

  • Mistral (Mistral AI)
  • SPAW
  • Consensus
  • Water Erosion Prediction Project WEPP
  • SGeMS
  • European Soil Erosion Model EUROSEM
  • Microsoft Word
  • GEOEAS
  • Gemini for Workspace
  • National Resources Conservation Service NRCS Soils Explorer
  • Nova (Amazon)
  • Microsoft PowerPoint
  • Variogram Estimation and Spatial Prediction plus Error Vesper
  • Elicit
  • Semantic Scholar AI
  • Microsoft Access
  • DeepSeek
  • Perplexity AI
  • Mistral AI (chat/models)
  • Word processing software
  • Gemini (Google)
  • Microsoft Active Server Pages ASP
  • National Resources Conservation Service NRCS PEDON Description Program PDP
  • ChatGPT (OpenAI)
  • ESRI ArcGIS software
  • Leica Geosystems ERDAS IMAGINE
  • PedonCE
  • Claude (Anthropic)
  • Soil information databases
  • Geographic information system GIS systems
  • Scite AI
  • Erosion Productivity Impact Calculator EPIC
  • NotebookLM (Google)
  • GAEA Technologies WinSieve
  • 3dMapper
  • STATISTICA
  • National Soil Information System NASIS
  • Autodesk AutoCAD
  • Llama (Meta)
  • Kimi (Moonshot AI)
  • R
  • Qwen (Alibaba)
  • Microsoft Excel
  • Grok (xAI)
  • SAS
  • Gstat
  • Geographic information system GIS software
  • LandSerf
  • SoilVision Systems SVOFFICE
  • PC-Progress HYDRUS
  • GSLIB
  • Microsoft Office software
  • UNSATFLOW
  • IBM SPSS Statistics
  • Soil augers
  • Erlenmeyer flasks
  • Personal computers
  • Precision balances
  • Mass spectrometers
  • High speed centrifuges
  • Gamma ray spectrometers
  • Glass beakers
  • Laboratory mixers
  • Polarizing microscopes
  • Autosamplers
  • Soil moisture neutron probes
  • Laboratory muffle furnaces
  • Infrared cameras
  • pH indicators
  • Calibrated soil scoops
  • Refrigerated microfuges
  • Gel documentation systems
  • Conductivity meters
  • Digital pH meters
  • Infrared gas analyzers
  • Canopy analyzers
  • Laboratory sieves
  • Dataloggers
  • Sample containers
  • Hand augers
  • Inductively coupled plasma atomic emission spectrometers ICP-AES
  • Soil analysis hydrometers
  • Laboratory drying ovens
  • Desktop computers
  • Gel electrophoresis systems
  • Polymerase chain reaction PCR equipment
  • Laminar flow hoods
  • Laser particle sizers
  • Graduated glass cylinders
  • Laboratory grinders
  • Porometers
  • Synthetic aperture radar SAR
  • Ion chromatographs
  • X ray fluorescence XRF spectrometers
  • Luminometers
  • Lysimeters
  • Osmometers
  • Digital cameras
  • Microtiter plate readers
  • Colorimeters
  • Soil thermometers
  • Cell tissue culture incubators
  • Tensiometers
  • Hot water shaking baths
  • Heat flux plates
  • Fluorimeters
  • Laboratory growth chambers
  • Circulating water baths
  • Psychrometers
  • Personal digital assistants PDA
  • Spectrophotometers
  • Laboratory test tubes
  • Thermocouples
  • Gel dryers
  • Global positioning system GPS receivers
  • Reciprocating shaker water baths
  • Ground penetrating radar GPR
  • Epifluorescence microscopes
  • Light detection and ranging LIDAR systems
  • Organic carbon analyzers
  • Laptop computers
  • Atomic absorption AA spectrometers
  • Glass flasks
  • Electron microscopes
  • Flame photometers