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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

  • Develop library policies and procedures.

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

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

  • 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.

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

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

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

  • 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.

  • Represent library or institution on internal and external committees.

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

  • Assemble and arrange display materials.

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

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

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

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

  • Evaluate materials to determine outdated or unused items to be discarded.

  • Troubleshoot problems with audio-visual equipment.

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

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

  • Respond to customer complaints, taking action as necessary.

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

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

  • Maintain inventory of audio-visual equipment.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles