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Automation Risk Analysis

Will “Floriculturist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Floriculturist” 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%

“Floriculturist” 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 environmentally safe methods or products for controlling or eliminating weeds, crop diseases, or pests.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

Technologies & Software

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