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Automation Risk Analysis

Will “Instructional Technologist” be Automated?

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AI Exposure Risk

52%

“Instructional Technologist” 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%

“Instructional Technologist” 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

  • 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.

  • 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.

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

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

  • Maintain inventory of audio-visual equipment.

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

  • Develop library policies and procedures.

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

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

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

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

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

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

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

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

  • Check books in and out of the library.

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

  • 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.

  • Represent library or institution on internal and external committees.

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

  • 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.

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

  • Assemble and arrange display materials.

  • 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.

  • Respond to customer complaints, taking action as necessary.

Technologies & Software

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

Alternative Job Titles