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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.

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

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

  • 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.

  • Monitor laboratory work to ensure compliance with set standards.

  • Keep detailed logs of all work-related activities.

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

  • 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.

  • Feed livestock or laboratory animals.

  • Input data into databases.

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

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

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

  • Place orders for laboratory equipment and supplies.

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

  • Isolate, identify and prepare specimens for examination.

Technologies & Software

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

Alternative Job Titles