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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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 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.

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

Technologies & Software

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