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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.

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

  • Monitor laboratory work to ensure compliance with set standards.

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

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

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

  • Keep detailed logs of all work-related activities.

  • Place orders for laboratory equipment and supplies.

  • Feed livestock or laboratory animals.

  • 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.

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

  • 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.

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

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

  • Isolate, identify and prepare specimens for examination.

Technologies & Software

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

Alternative Job Titles