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Automation Risk Analysis

Will “Corn Breeder” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Corn Breeder” 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%

“Corn Breeder” 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 insect distribution or habitat and recommend methods to prevent importation or spread of injurious species.

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

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

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

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

  • 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.

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

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

  • 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.

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

  • 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.

Technologies & Software

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