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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 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.

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

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

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

  • 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 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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