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Automation Risk Analysis

Will “Seed Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #238 of 702. Estimated risk: 30.0%

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AI Exposure Risk

57%

“Seed Analyst” 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

46%

“Seed Analyst” 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 46% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Biological Technicians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Assist biological and medical scientists. Set up, operate, and maintain laboratory instruments and equipment, monitor experiments, collect data and samples, make observations, and calculate and record results. May analyze organic substances, such as blood, food, and drugs.

Avg. Annual Salary $58,020
Avg. Hourly Wage $27.89
Available Jobs (US) 76,190
Job Title & Hierarchy Code (SOC) Biological Technicians #19-4021
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Biological Technicians”

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Related Occupations & Automation Risk

Economists

AI Risk 63%
Robot Risk 15%

Biochemists and Biophysicists

AI Risk 62%
Robot Risk 47%

Industrial Ecologists

AI Risk 61%
Robot Risk 23%

Geographers

AI Risk 61%
Robot Risk 28%

Environmental Economists

AI Risk 61%
Robot Risk 18%

Atmospheric and Space Scientists

AI Risk 61%
Robot Risk 28%

Core Skills & Abilities

  • Clean, maintain and prepare supplies and work areas.

  • Place orders for laboratory equipment and supplies.

  • Monitor and observe experiments, recording production and test data for evaluation by research personnel.

  • Measure or weigh compounds and solutions for use in testing or animal feed.

  • Set up, adjust, calibrate, clean, maintain, and troubleshoot laboratory and field equipment.

  • Provide technical support and services for scientists and engineers working in fields such as agriculture, environmental science, resource management, biology, and health sciences.

  • Conduct research, or assist in the conduct of research, including the collection of information and samples, such as blood, water, soil, plants and animals.

  • Input data into databases.

  • Participate in the research, development, or manufacturing of medicinal and pharmaceutical preparations.

  • Examine animals and specimens to detect the presence of disease or other problems.

  • Feed livestock or laboratory animals.

  • Analyze experimental data and interpret results to write reports and summaries of findings.

  • Conduct standardized biological, microbiological or biochemical tests and laboratory analyses to evaluate the quantity or quality of physical or chemical substances in food or other products.

  • Use computers, computer-interfaced equipment, robotics or high-technology industrial applications to perform work duties.

  • Monitor laboratory work to ensure compliance with set standards.

  • Keep detailed logs of all work-related activities.

  • Isolate, identify and prepare specimens for examination.

Technologies & Software

  • Qwen (Alibaba)
  • Systat Software TableCurve
  • Database software
  • Kimi (Moonshot AI)
  • Llama (Meta)
  • ChatGPT (OpenAI)
  • Elicit
  • Consensus
  • MapInfo MapMarker
  • NotebookLM (Google)
  • Statistical software
  • Adobe Acrobat
  • Primer3
  • Grok (xAI)
  • Microsoft PowerPoint
  • Perplexity AI
  • Phrap
  • Geographic information system GIS software
  • Microsoft Access
  • Thomson EndNote
  • Microsoft Excel
  • Laboratory information management system LIMS
  • Corel WordPerfect Office Suite
  • Word processing software
  • DeepSeek
  • Mistral AI (chat/models)
  • Scite AI
  • Phred
  • ClustalW
  • Gene Codes Sequencher
  • BoxShade
  • Nova (Amazon)
  • Adobe Photoshop
  • Microsoft Word
  • BD Biosciences CellQuest
  • PolyBayes
  • Microsoft .NET Framework
  • SAS
  • Microsoft Outlook
  • Gemini for Workspace
  • Microsoft Project
  • Semantic Scholar AI
  • Gemini (Google)
  • Systat Software SigmaPlot
  • IBM Lotus 1-2-3
  • Mistral (Mistral AI)
  • Graphics software
  • ESRI ArcGIS software
  • Harvard Graphics
  • Gene Runner
  • Claude (Anthropic)
  • Microsoft Office software
  • Ultralow freezers
  • Inherit sequencing analysis systems
  • Deoxyribonucleic acid DNA sequencers
  • Bioanalyzers
  • Automatic pipetters
  • Liquid nitrogen freezers
  • Biological containment hoods
  • Titration burets
  • Multichannel pipetters
  • Automated cell counters
  • Notebook computers
  • Ultramicrotomes
  • Electrophoresis boxes
  • Centrifuges
  • Deoxyribonucleic acid DNA synthesizers
  • Stirring hotplates
  • Electrophorators
  • Protein sequencers
  • Light/tissue culture microscopes
  • Balances
  • Hybridization ovens
  • Imaging systems
  • Full-face respirators
  • Microplate shakers
  • Inverted microscopes
  • Distillation equipment
  • Dissection microscopes
  • Paraffin embedding consoles
  • Inoculating loops
  • Anaerobic growth chambers
  • Gel chromatography equipment
  • Microplate washers
  • Polymerase chain reaction PCR equipment
  • Conductivity meters
  • Automated microplate ELISA readers
  • Radioactive counters
  • Flow cytometers
  • Agitators
  • Laboratory ovens
  • Gas chromatographs GC
  • Homogenizers
  • Automated tissue/slide stainers
  • Microplate readers
  • Refrigerated centrifuges
  • Coulter counters
  • Laser printers
  • Waterbaths
  • High-voltage electrophoresis apparatus
  • Autoclaves
  • Vacuum dehydration units
  • Robotic laboratory equipment
  • Ultrasonic cleaners
  • Polymerase chain reaction PCR thermocyclers
  • Liquid handling robots
  • Ultraviolet water purification systems
  • Analytical balances
  • Water jacketed incubators
  • Personal computers
  • Aerobic growth chambers
  • Amino acid analyzers
  • pH meters
  • Incubators
  • Fluoride electrodes
  • Ultracentrifuges
  • Gel imaging apparatus
  • Glass washers
  • Volumetric glassware
  • Microcentrifuges
  • Incubator microscopes
  • Petri dishes
  • Sterilizers
  • Hematology cell counters
  • Drying ovens
  • Fluorometers
  • Cytofluorographs
  • Test tubes
  • Spectrophotometers

Alternative Job Titles