Will AI replace Librarians and Media Collections Specialists?

No exposure score can predict whether AI will replace this role. The 67/100 score means our current model estimates high task exposure from the sources listed on this page. It does not predict an employer decision, headcount, or an individual outcome. The task map below shows the work assessed and where human judgment remains important.

Early-career context (study ages 22-25)

This role's High score and automation-heavy task mix point in the same direction as the study's highest-exposure automation cohort. The measures are not identical, so the study result is context rather than a direct forecast for this role.

The November 2025 revision reports a 16% relative employment decline for workers ages 22-25 in the most AI-exposed U.S. occupations, after firm-level controls, relative to workers in less-exposed fields and more experienced workers in the same occupations.

Use the task map to identify durable work and the skills worth building early.

Stanford Digital Economy Lab, Canaries in the Coal Mine - November 2025 revision

This is group-level U.S. payroll evidence, not a personal forecast. The authors do not claim that AI alone caused the change, and this context does not alter the exposure score.

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Role snapshot

What this role usually involves

O*NET 31.0 exact occupation

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.

Common titles

LibrarianLibrary Media SpecialistReference LibrarianUniversity LibrarianCatalog LibrarianCataloger

O*NET job-zone preparation

Job Zone 5 · Extensive Preparation Needed Most of these occupations require graduate school. For example, they may require a master's degree, and some require a Ph.D., M.D., or J.D. (law degree). Extensive skill, knowledge, and experience are needed for these occupations. Many require more than five years of experience.

Broad guidance for this preparation level; exact requirements vary by role and employer.

Skills and knowledge

Reading ComprehensionSpeakingCritical ThinkingWritingService OrientationMonitoring

Work context

Indoor controlled settingDecision latitudeFrequent contact with othersRepeating tasks

Source: O*NET 31.0 exact occupation - Librarians and Media Collections Specialists, SOC 25-4022.00. Context describes the role; the AI-exposure score remains a separate task-exposure estimate.

Librarians and Media Collections Specialists tasks, by AI exposure

We analyzed all 20 Librarians and Media Collections Specialists tasks - 10 automatable, 6 augmentable and 4 durable. The full task map - every task with exactly what to do about each - is in your Career Report.

Adjacent career paths

Relatedness shows how reachable a move may be. A path is labeled lower exposure only when its score is at least 6 points lower; every row shows the measured difference.

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