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Automation Risk Analysis

Will “Field 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%

“Field 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%

“Field 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 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.

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

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

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

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

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

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

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

  • 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.

  • 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.

  • 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.

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

  • 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.

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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