Last Update: 2/17/2026
Your role’s AI Resilience Score is
Median Score
Changing Fast
Evolving
Stable
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
What does this resilience result mean?
These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.
AI Resilience Report for
They help people find information by organizing books, media, and digital resources, and assist with research or learning needs.
This role is evolving
The career of librarians and media collections specialists is labeled as "Evolving" because AI tools are slowly being integrated to assist with tasks like organizing collections and answering basic questions, making some aspects more efficient. However, AI hasn't yet replaced the human skills needed for complex searches, creative thinking, and community engagement.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is evolving
The career of librarians and media collections specialists is labeled as "Evolving" because AI tools are slowly being integrated to assist with tasks like organizing collections and answering basic questions, making some aspects more efficient. However, AI hasn't yet replaced the human skills needed for complex searches, creative thinking, and community engagement.
Read full analysisContributing Sources
We aggregate scores from multiple models and supplement with employment projections for a more accurate picture of this occupation’s resilience. Expand to view all sources.
AI Resilience
AI Resilience Model v1.0
AI Task Resilience
Microsoft's Working with AI
AI Applicability
Anthropic's Economic Index
AI Resilience
Will Robots Take My Job
Automation Resilience
Medium Demand
We use BLS employment projections to complement the AI-focused assessments from other sources.
Learn about this scoreGrowth Rate (2024-34):
Growth Percentile:
Annual Openings:
Annual Openings Pct:
Analysis of Current AI Resilience
Librarians & Media Specs
Updated Quarterly • Last Update: 2/17/2026

What's changing and what's not
Many librarian tasks today do use computer tools, but few are fully automated. For example, librarians often “review and evaluate materials…to select and order…audio-visual and electronic resources,” and “search … online sources … to answer patrons’ reference questions” [1]. AI tools can help with these jobs.
Research shows that AI “tagging” and machine-learning models can organize collections and improve metadata quality, automatically labeling videos or books so librarians can find them faster [2]. Some libraries try chatbots or virtual assistants for simple reference questions. A recent study found most library chatbots (94% AI-powered) handle basic queries well, but they have low adoption – only a few libraries use them – and they struggle with complicated questions [3].
In other words, computers can answer easy questions or sort files, but complex searches still need a librarian’s knowledge and judgment.
Other tasks need a human touch. Setting up cameras, installing projectors, or serving on committees are hands-on or social tasks that aren’t done by AI. For now there’s no robot to attend a meeting or fix a broken scanner – those duties stay with people.
In short, routine data work (cataloging, tracking usage, searching) is increasingly aided by AI, but core librarian skills (curious thinking, teaching, choosing what to keep) remain mostly in human hands [2] [3].

AI in the real world
Some libraries are careful but curious about AI. Studies suggest AI could make libraries more efficient – speeding up searches and freeing staff for community programs [4]. However, adoption depends on cost, fit, and trust.
Many libraries have tight budgets and limited training funds [5], so they may not rush to buy new AI systems. Also, librarians and patrons care about accuracy and privacy. One survey found only 13% of library chatbots even disclosed privacy policies [3], showing how ethic and trust issues slow use.
In general, libraries move forward with AI when they see clear benefits for users and can manage costs and fairness. While change takes time, librarians’ unique skills – like helping students think critically and organizing community programs – remain valuable even as AI tools come in [4] [5].

Help us improve this report.
Tell us if this analysis feels accurate or we missed something.
Share your feedback
Navigate your career with COACH, your free AI Career Coach. Research-backed, designed with career experts.
Median Wage
$64,320
Jobs (2024)
142,100
Growth (2024-34)
+1.7%
Annual Openings
13,500
Education
Master's degree
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Plan and participate in fundraising drives.
Represent library or institution on internal and external committees.
Write proposals for research or project grants.
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.
Install audio-visual equipment.
Narrate presentations and productions.
Teach library patrons basic computer skills, such as searching computerized databases.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

© 2026 CareerVillage.org. All rights reserved.
The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.
Built with ❤️ by Sandbox Web
The AI Resilience Report is governed by CareerVillage.org’s Privacy Policy and Terms of Service. This site is not affiliated with Anthropic, Microsoft, or any other data provider and doesn't necessarily represent their viewpoints. This site is being actively updated, and may sometimes contain errors or require improvement in wording or data. To report an error or request a change, please contact air@careervillage.org.