Will AI replace Librarians and Media Collections Specialists?
On paper, AI could touch ~54% of the work in Librarians and Media Collections Specialists — and unlike most jobs, it's already showing up in the real workday, not just the theory.
O*NET-SOC 25-4022
How your 27 core tasks split
Top = what GPT-4 judged AI could speed up. Bottom = how much AI was actually used for these tasks (Anthropic's March 2026 report, usage from Aug & Nov 2025). The gap is the real story.
Back in 2023, GPT-4 judged AI could, in theory, assist with a moderate share of this job's tasks (~54%). By late 2025, real-world AI use had reached about 20% of its task activity (already common). The gap between that 2023 forecast and today is the real story.
Where this job sits among 738 jobs
Each dot is one of 738 U.S. jobs. Right = AI can do more of it. Up = AI is actually used more.
Don't trust a single AI-risk score here
For this job, the signals disagree sharply. AI's theoretical reach looks moderate (~54%), but real-world use is only ~20%, and how much AI "can" do shifts wildly by model — one 2026 study found the share of "high-risk" jobs swung 2.7% to 51.5% just by changing which AI did the rating. This page shows the spread instead of pretending there's one number.
See all 27 tasks, ratedBased on real task-level AI scores — click to collapse
- 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.
- Explain use of library facilities, resources, equipment, and services, and provide information about library policies.
- Engage in professional development activities, such as taking continuing education classes and attending or participating in conferences, workshops, professional meetings, and associations.
- Check books in and out of the library.
- Review and evaluate materials, using book reviews, catalogs, faculty recommendations, and current holdings to select and order print, audio-visual, and electronic resources.
- 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.
- 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.
- Plan and teach classes on topics such as information literacy, library instruction, and technology use.
- 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.
- Plan and deliver client-centered programs and services, such as special services for corporate clients, storytelling for children, newsletters, or programs for special groups.
- Locate unusual or unique information in response to specific requests.
- Develop library policies and procedures.
- Evaluate materials to determine outdated or unused items to be discarded.
- Direct and train library staff in duties, such as receiving, shelving, researching, cataloging, and equipment use.
- Develop, maintain, and troubleshoot information access aids, such as databases, annotated bibliographies, Web pages, electronic pathfinders, software programs, and online tutorials.
- Compile lists of books, periodicals, articles, and audio-visual materials on particular subjects.
- Confer with teachers to select course materials and to determine which training aids are best suited to particular grade levels.
- Evaluate vendor products and performance, negotiate contracts, and place orders.
- Arrange for interlibrary loans of materials not available in a particular 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.
- Assemble and arrange display materials.
- Troubleshoot problems with audio-visual equipment.
- Represent library or institution on internal and external committees.
How we measured this — and how fresh it is
AI's theoretical reach data: 2023
From GPTs-are-GPTs (Eloundou et al.), where GPT-4 rated how much of each task an AI tool could meaningfully speed up. This is the most recent open, commercially-usable occupation-level potential dataset — it dates to 2023. Newer multi-model re-runs exist but swing wildly (one 2026 study saw "high-risk" jobs range 2.7%–51.5% by model) and aren't openly licensed, so we show the stable 2023 baseline and pair it with newer real-world data.
Real-world AI use 2026 report
From the Anthropic Economic Index, which observes how real Claude conversations map onto each occupation's tasks. Published in Anthropic's March 2026 labor-market report, based on usage measured in Aug & Nov 2025 (Sonnet 4 / 4.5).
Task list & ratings O*NET 30.3
Tasks come from O*NET 30.3. Each task's "AI can do / speeds up / still on you" tier uses the real task-level exposure scores from GPTs-are-GPTs (E1 / E2 / E0) — not a guess from keywords.
Sources: O*NET 30.3 (CC BY 4.0) · GPTs-are-GPTs (MIT, 2023) · Anthropic Economic Index (CC BY, Aug & Nov 2025). Page compiled June 2026. "O*NET" is a trademark of the U.S. Department of Labor.
This page is for general informational purposes only and is not career, financial, or employment advice. AI exposure reflects research estimates of task overlap, not predictions about any individual's job, employer, or future employment.