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Automation Risk Analysis

Will “Postdoctoral Associate (Postdoc Associate)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Postdoctoral Associate (Postdoc Associate)” 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%

“Postdoctoral Associate (Postdoc Associate)” 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

  • 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.

  • 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.

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

Technologies & Software

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