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Automation Risk Analysis

Will “Metadata Librarian” be Automated?

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AI Exposure Risk

52%

“Metadata Librarian” 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 52% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

33%

“Metadata Librarian” 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 33% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Librarians and Media Collections Specialists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Administer and maintain libraries or collections of information, for public or private access through reference or borrowing. Work in a variety of settings, such as educational institutions, museums, and corporations, and with various types of informational materials, such as books, periodicals, recordings, films, and databases. Tasks may include acquiring, cataloging, and circulating library materials, and user services such as locating and organizing information, providing instruction on how to access information, and setting up and operating a library's media equipment.

Avg. Annual Salary $69,180
Avg. Hourly Wage $33.26
Available Jobs (US) 131,830
Job Title & Hierarchy Code (SOC) Librarians and Media Collections Specialists #25-4022
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Librarians and Media Collections Specialists”

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Core Skills & Abilities

  • Code, classify, and catalog books, publications, films, audio-visual aids, and other library materials, based on subject matter or standard library classification systems.

  • Engage in professional development activities, such as taking continuing education classes and attending or participating in conferences, workshops, professional meetings, and associations.

  • Compile lists of books, periodicals, articles, and audio-visual materials on particular subjects.

  • Evaluate vendor products and performance, negotiate contracts, and place orders.

  • Represent library or institution on internal and external committees.

  • Develop, maintain, and troubleshoot information access aids, such as databases, annotated bibliographies, Web pages, electronic pathfinders, software programs, and online tutorials.

  • Confer with teachers to select course materials and to determine which training aids are best suited to particular grade levels.

  • Troubleshoot problems with audio-visual equipment.

  • Plan and teach classes on topics such as information literacy, library instruction, and technology use.

  • Locate unusual or unique information in response to specific requests.

  • Set up, adjust, and operate audio-visual equipment, such as cameras, film and slide projectors, and recording equipment, for meetings, events, classes, seminars, and video conferences.

  • Plan and deliver client-centered programs and services, such as special services for corporate clients, storytelling for children, newsletters, or programs for special groups.

  • Supervise daily library operations, budgeting, planning, and personnel activities, such as hiring, training, scheduling, and performance evaluations.

  • Explain use of library facilities, resources, equipment, and services, and provide information about library policies.

  • Keep up-to-date records of circulation and materials, maintain inventory, and correct cataloging errors.

  • Train faculty and media staff on the use of software and audio-visual equipment.

  • Maintain hardware and software, including computers, media equipment, scanners, color copiers, and color laser printers.

  • Respond to customer complaints, taking action as necessary.

  • Develop library policies and procedures.

  • Arrange for interlibrary loans of materials not available in a particular library.

  • Assemble and arrange display materials.

  • Teach library patrons basic computer skills, such as searching computerized databases.

  • Check books in and out of the library.

  • Maintain inventory of audio-visual equipment.

  • Direct and train library staff in duties, such as receiving, shelving, researching, cataloging, and equipment use.

  • Confer with colleagues, faculty, and community members and organizations to conduct informational programs, make collection decisions, and determine library services to offer.

  • Evaluate materials to determine outdated or unused items to be discarded.

  • Review and evaluate materials, using book reviews, catalogs, faculty recommendations, and current holdings to select and order print, audio-visual, and electronic resources.

  • Search standard reference materials, including online sources and the Internet, to answer patrons' reference questions.

  • Analyze patrons' requests to determine needed information and assist in furnishing or locating that information.

Technologies & Software

  • Surpass management system software
  • Microsoft Office software
  • Adobe Premiere Pro
  • Microsoft PowerPoint
  • Online databases
  • Blackboard software
  • Facebook
  • Inmagic TextWorks
  • Ex Libris Group Aleph
  • Standard generalized markup language SGML
  • Apple Final Cut Pro
  • Electronic Online Systems International EOS.Web
  • Grok (xAI)
  • Napkin AI
  • Desktop publishing software
  • Duolingo AI
  • Database software
  • Qwen (Alibaba)
  • Springshare LibGuides
  • Graphics software
  • Microsoft Publisher
  • CatchTheWeb
  • Thomson Reuters Westlaw Edge
  • Extensible markup language XML
  • Microsoft Excel
  • Microsoft Word
  • CATNYP
  • Gemini for Education
  • Microsoft Onfolio
  • Learning management system LMS
  • MC2 Systems Auto Librarian
  • SirsiDynix Symphony
  • Oracle Java
  • Nova (Amazon)
  • LexisNexis
  • ChatGPT (OpenAI)
  • Apple iMovie
  • QuarkXPress
  • Data visualization software
  • Classification Web
  • Blogging software
  • Adobe Illustrator
  • Adobe Acrobat
  • WorldCat
  • Word processing software
  • DeepSeek
  • PrimaSoft PC Small Library Organizer Pro
  • Adobe InDesign
  • National Library of Medicine Medline
  • Kelowna Software L4U
  • Microsoft SharePoint
  • HTTrack
  • Microsoft Windows
  • Macropool Web Research
  • PHP
  • Saora Keepoint
  • Wiki software
  • Hypertext markup language HTML
  • Perplexity AI
  • Dynix Digital Library
  • Drupal
  • Social networking software
  • Ex Libris Group Voyager
  • askSam Systems SurfSaver
  • JavaScript
  • Adobe Photoshop
  • Cascading style sheets CSS
  • Microsoft Outlook
  • Microsoft Visio
  • Adobe Dreamweaver
  • Kimi (Moonshot AI)
  • MagicSchool AI
  • Really Simple Syndication RSS
  • WebClarity Software BookWhere
  • Khanmigo (Khan Academy)
  • Infovision Amlib
  • Zoom
  • Innovative Interfaces Millennium
  • Llama (Meta)
  • Adobe After Effects
  • National Library of Medicine DOCLINE
  • Gemini (Google)
  • Email software
  • Claude (Anthropic)
  • SmugMug Flickr
  • Online Computer Library Center (OCLC) databases
  • Adobe Creative Cloud software
  • Mistral (Mistral AI)
  • Inmagic Genie
  • Google Workspace software
  • NotebookLM (Google)
  • Autodesk AutoCAD
  • RCL Software Media Library Manager
  • FileMaker Pro
  • Extensible hypertext markup language XHTML
  • Thomson Scientific Dialog
  • Web browser software
  • Structured query language SQL
  • Microsoft Access
  • StataCorp Stata
  • Microfilm printers
  • Opaque projectors
  • Still cameras
  • Digital camcorders
  • Video screens
  • Videoconferencing equipment
  • Slide projectors
  • Photocopying equipment
  • Laptop computers
  • Barcode scanners
  • Film projectors
  • Claw hammers
  • Audio or video editing systems
  • Microfilm readers
  • Large screen projectors
  • Bookmobiles
  • Audio presentation systems
  • Audio tape players
  • Video cassette recorders VCR
  • Multimedia projectors
  • Sound boards
  • Light boards
  • Television monitors
  • Motion picture projectors
  • Screwdrivers
  • Voltmeters
  • Microfiche readers
  • Cash registers
  • Personal computers
  • Wireless microphones
  • Public address PA systems
  • Portable amplifiers
  • Digital video disk DVD players
  • Multi-line telephone systems
  • Overhead display projectors
  • Scanners
  • High speed video duplicators
  • Desktop computers
  • Liquid crystal display LCD projection systems
  • Compact disk CD players
  • Digital cameras

Alternative Job Titles