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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

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

  • Maintain inventory of audio-visual equipment.

  • Develop library policies and procedures.

  • Troubleshoot problems with audio-visual equipment.

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

  • 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.

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

  • Check books in and out of the library.

  • 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.

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

  • 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.

  • 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.

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

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

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

  • Respond to customer complaints, taking action as necessary.

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

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

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

  • Evaluate materials to determine outdated or unused items to be discarded.

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

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

  • Assemble and arrange display materials.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles