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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

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

  • Monitor laboratory work to ensure compliance with set standards.

  • 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.

  • Keep detailed logs of all work-related activities.

  • 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.

  • Feed livestock or laboratory animals.

  • 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.

  • Clean, maintain and prepare supplies and work areas.

  • Input data into databases.

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

  • Place orders for laboratory equipment and supplies.

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

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

  • Isolate, identify and prepare specimens for examination.

Technologies & Software

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

Alternative Job Titles