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Automation Risk Analysis

Will “Precision Agronomist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Precision 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%

“Precision 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.

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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