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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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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