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Automation Risk Analysis

Will “Research Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Research Scientist” 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%

“Research Scientist” 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 ways to improve agricultural sustainability, such as the use of new methods of composting.

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

Technologies & Software

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