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Automation Risk Analysis

Will “Apiculturist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Apiculturist” 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%

“Apiculturist” 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

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

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

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

  • 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.

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

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

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

  • 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.

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

  • 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.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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