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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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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