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Automation Risk Analysis

Will “Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“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%

“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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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 land conservation or reclamation programs for industrial development projects.

Technologies & Software

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