O*NET: Librarians and Media Collections Specialists·25-4022.00
The Verdict:Modern librarians are community educators — teaching digital literacy, running children's programs, training staff, and managing operations. AI automates cataloging, reference queries, and bibliography compilation. But the teaching, programming, and community engagement defining the role need empathy and judgment no chatbot provides. Public funding and graduate degree requirements add stability.
How much of this role's daily work remains beyond AI and robotic automation.
The degree to which this job needs a human present — hands-on, in the field, or in the room.
How important the unique human edge is — for trust, accountability, or judgment.
How strong the legal requirement is for a human in this job (by law, licensing, or credentials).
How far AI remains from performing this role's core functions.
The volume of jobs in this field being eliminated by AI or automation right now.
Median annual wage from the Bureau of Labor Statistics Occupational Employment and Wage Statistics (OEWS), May 2024 release.
Projected change in total number of jobs (not salary) from 2024–2034. Source: Bureau of Labor Statistics Employment Projections.
Percentage of this role's analyzed tasks that AI can handle autonomously or nearly so. 4 of 30 tasks are classified as AI-exposed.
This role's core work is hard to automate.
19 of 30 tasks require human judgment, presence, or trust. The 23% that are AI-leverage offer an edge — professionals who learn these tools will outperform those who don't.
Tasks AI can do autonomously or nearly so
Master these tools — humans who do outperform those who don't
Tasks requiring trust, presence, or novel judgment
Librarian lands in Stable, Lower Pay