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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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

  • 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.

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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