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Automation Risk Analysis

Will “Dairy Technologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #238 of 702. Estimated risk: 30.0%

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AI Exposure Risk

57%

“Dairy Technologist” 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%

“Dairy Technologist” 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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Core Skills & Abilities

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

  • Clean, maintain and prepare supplies and work areas.

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

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

  • Feed livestock or laboratory animals.

  • 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.

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

  • Isolate, identify and prepare specimens for examination.

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

  • Input data into databases.

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

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

  • Monitor laboratory work to ensure compliance with set standards.

Technologies & Software

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

Alternative Job Titles