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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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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