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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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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