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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

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

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

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

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

  • Troubleshoot problems with audio-visual equipment.

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

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

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

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

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

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

  • Maintain inventory of audio-visual equipment.

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

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

  • Assemble and arrange display materials.

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

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

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

  • Check books in and out of the library.

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

  • Respond to customer complaints, taking action as necessary.

  • 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.

  • Develop library policies and procedures.

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

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

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

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

  • Represent library or institution on internal and external committees.

  • 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.

Technologies & Software

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

Alternative Job Titles