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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

  • 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.

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

  • 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.

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

Technologies & Software

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