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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

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

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

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

  • 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.

  • Keep detailed logs of all work-related activities.

  • Place orders for laboratory equipment and supplies.

  • Feed livestock or laboratory animals.

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

  • Isolate, identify and prepare specimens for examination.

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

  • Input data into databases.

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

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

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

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

  • Clean, maintain and prepare supplies and work areas.

  • Monitor laboratory work to ensure compliance with set standards.

Technologies & Software

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

Alternative Job Titles