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Automation Risk Analysis

Will “Field 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 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 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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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