Community Sentiment
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Do you agree with the AI automation risk score calculated for this occupation?
AI Automation Index
Task-level automation exposure for Librarians and Media Collections Specialists: 30 O*NET tasks scored against their work activities, plus the simulator.
Automation Exposure
30 of 30 tasks scored
Median Salary
BLS OEWS, May 2025 — this exact occupation
Employment Level
133,790 people hold this job — size, not growth
Projected 2025–35
12,600 openings a year · BLS line item
BLS OEWS publishes 52 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.
$42,980 – $100,030
Highest medians
Lowest medians
State figures come from the 25-4022 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.
Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.
Importance-weighted mean of the scored tasks. This is the headline index.
Share of weighted tasks in hands-on or machine-operating work activities.
Share in analysis, decisions, teaching, directing, advising, or caring for others.
Share in documenting, recording, and administrative activities.
Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.
O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.
30 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.
10 tasks
15 tasks
5 tasks
Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.
Simulate Upskilling →Search standard reference materials, including online sources and the Internet, to answer patrons' reference questions.
information retrieval — Search sources for specific data is core
Analyze patrons' requests to determine needed information and assist in furnishing or locating that information.
information retrieval — Guiding resource use; in-person help needed
Supervise daily library operations, budgeting, planning, and personnel activities, such as hiring, training, scheduling, and performance evaluations.
interpersonal — Directing people requires live authority and accountability
Plan and teach classes on topics such as information literacy, library instruction, and technology use.
interpersonal — Technology teaching needs live human demonstration
Code, classify, and catalog books, publications, films, audio-visual aids, and other library materials, based on subject matter or standard library classification systems.
text generation — Standard classification systems applied to text records
Confer with colleagues, faculty, and community members and organizations to conduct informational programs, make collection decisions, and determine library services to offer.
interpersonal — Arranging operations requires live human negotiation
Review and evaluate materials, using book reviews, catalogs, faculty recommendations, and current holdings to select and order print, audio-visual, and electronic resources.
decision support — Material selection from criteria; educator finalizes
Evaluate vendor products and performance, negotiate contracts, and place orders.
decision support — Routine ordering automatable; human approves purchases
Direct and train library staff in duties, such as receiving, shelving, researching, cataloging, and equipment use.
interpersonal — Staff training is relational and accountability-bearing
Arrange for interlibrary loans of materials not available in a particular library.
decision support — Routine ordering automatable; human approves purchases
Teach library patrons basic computer skills, such as searching computerized databases.
interpersonal — Technology teaching needs live human demonstration
Check books in and out of the library.
physical manipulation — Physical library materials handling and shelving
Keep up-to-date records of circulation and materials, maintain inventory, and correct cataloging errors.
data analysis — Maintain operational records in structured systems
Locate unusual or unique information in response to specific requests.
information retrieval — Search sources for specific data is core
Explain use of library facilities, resources, equipment, and services, and provide information about library policies.
information retrieval — Guiding resource use; in-person help needed
Develop, maintain, and troubleshoot information access aids, such as databases, annotated bibliographies, Web pages, electronic pathfinders, software programs, and online tutorials.
text generation — Archival schema drafted; curation judgment human
Develop library policies and procedures.
text generation — AI drafts archival policies; curator approves
Respond to customer complaints, taking action as necessary.
information retrieval — Guiding resource use; in-person help needed
Engage in professional development activities, such as taking continuing education classes and attending or participating in conferences, workshops, professional meetings, and associations.
interpersonal — Attending meetings requires physical human presence
Plan and deliver client-centered programs and services, such as special services for corporate clients, storytelling for children, newsletters, or programs for special groups.
interpersonal — Public programs need community engagement and judgment
Confer with teachers to select course materials and to determine which training aids are best suited to particular grade levels.
interpersonal — Curriculum collaboration is professional consensus work
Represent library or institution on internal and external committees.
interpersonal — Committee service requires presence, negotiation, accountability
Maintain hardware and software, including computers, media equipment, scanners, color copiers, and color laser printers.
physical manipulation — Software side AI-assisted; hardware maintenance is hands-on
Evaluate materials to determine outdated or unused items to be discarded.
visual inspection — Repair-need determination needs hands-on inspection
Compile lists of books, periodicals, articles, and audio-visual materials on particular subjects.
information retrieval — Bibliography compilation from sources, human curates
Train faculty and media staff on the use of software and audio-visual equipment.
interpersonal — Technology teaching needs live human demonstration
Maintain inventory of audio-visual equipment.
data analysis — Maintain inventory records from provided counts
Assemble and arrange display materials.
physical manipulation — Constructing exhibits requires hands-on fabrication
Troubleshoot problems with audio-visual equipment.
decision support — Troubleshooting aided; hands-on diagnosis human
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.
physical manipulation — Audiovisual equipment set up and operated by hand
Bloggers & authors: Embed this interactive calculator directly in your articles or comparison guides. It loads dynamically via a responsive iframe (auto-resizing to prevent double scrollbars) and provides a direct, high-value tool for your audience.
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<script src="https://giniloh.com/embed.js" async></script> Community Sentiment
Do you agree with the AI automation risk score calculated for this occupation?
Method
Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.
Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast
See the full method →Related Article
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