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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

  • 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.

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

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

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

  • 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.

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

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

  • 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.

  • 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.

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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