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Automation Risk Analysis

Will “Classifier” be Automated?

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AI Exposure Risk

52%

“Classifier” 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%

“Classifier” 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

  • Represent library or institution on internal and external committees.

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

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

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

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

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

  • Develop library policies and procedures.

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

  • Respond to customer complaints, taking action as necessary.

  • Troubleshoot problems with audio-visual equipment.

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

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

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

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

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

  • Assemble and arrange display materials.

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

  • Evaluate materials to determine outdated or unused items to be discarded.

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

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

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

  • Check books in and out of the library.

  • Maintain inventory of audio-visual equipment.

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles