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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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

  • 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.

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

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

  • 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.

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

Technologies & Software

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