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Automation Risk Analysis

Will “Research and Development Associate (R & D Associate)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #238 of 702. Estimated risk: 30.0%

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AI Exposure Risk

57%

“Research and Development Associate (R & D Associate)” 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%

“Research and Development Associate (R & D Associate)” 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

  • 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.

  • Feed livestock or laboratory animals.

  • Clean, maintain and prepare supplies and work areas.

  • Input data into databases.

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

  • Monitor laboratory work to ensure compliance with set standards.

  • Place orders for laboratory equipment and supplies.

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

  • 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.

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

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

  • Keep detailed logs of all work-related activities.

  • Isolate, identify and prepare specimens for examination.

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

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

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

Technologies & Software

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

Alternative Job Titles