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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

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

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

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

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

  • 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.

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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 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.

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

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

Technologies & Software

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