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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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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

  • Feed livestock or laboratory animals.

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

  • 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.

  • Clean, maintain and prepare supplies and work areas.

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

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

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

  • Input data into databases.

  • Monitor laboratory work to ensure compliance with set standards.

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

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

  • Keep detailed logs of all work-related activities.

  • Place orders for laboratory equipment and supplies.

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

  • Isolate, identify and prepare specimens for examination.

Technologies & Software

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

Alternative Job Titles