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Automation Risk Analysis

Will “Herbarium Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #238 of 702. Estimated risk: 30.0%

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AI Exposure Risk

57%

“Herbarium Worker” 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%

“Herbarium Worker” 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

  • Place orders for laboratory equipment and supplies.

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

  • Keep detailed logs of all work-related activities.

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

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

  • Monitor laboratory work to ensure compliance with set standards.

  • Isolate, identify and prepare specimens for examination.

  • Clean, maintain and prepare supplies and work areas.

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

  • Input data into databases.

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles