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Automation Risk Analysis

Will “Hybrid 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%

“Hybrid 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%

“Hybrid 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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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