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Automation Risk Analysis

Will “Viticulturist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Viticulturist” 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%

“Viticulturist” 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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

  • 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.

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

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

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

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

Technologies & Software

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