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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.

  • 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.

  • 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.

  • Isolate, identify and prepare specimens for examination.

  • Place orders for laboratory equipment and supplies.

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

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

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

  • Clean, maintain and prepare supplies and work areas.

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

  • 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.

  • Keep detailed logs of all work-related activities.

  • Feed livestock or laboratory animals.

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

Technologies & Software

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

Alternative Job Titles