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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

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

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

  • Troubleshoot problems with audio-visual equipment.

  • Represent library or institution on internal and external committees.

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

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

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

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

  • Assemble and arrange display materials.

  • Evaluate materials to determine outdated or unused items to be discarded.

  • 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.

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

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

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

  • Respond to customer complaints, taking action as necessary.

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

  • 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.

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

  • Maintain inventory of audio-visual equipment.

  • Develop library policies and procedures.

  • 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.

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

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

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

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

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

  • Check books in and out of the library.

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

Technologies & Software

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

Alternative Job Titles