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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

  • 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.

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

Technologies & Software

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