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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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

  • 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.

  • 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.

Technologies & Software

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