Somewhat Resilient
Last Update: 6/19/2026
AI Resilience Score for Edu. & Library Workers:
47.9%
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
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Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Med
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Med
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.
Limited data sources are available, or existing sources show notable disagreement on the outlook for this occupation.
Contributing sources
AI Resilience Report forEducational Instruction and Library Workers, All Other
$48,400 median salary•12,500 annual openings•SOC Code: 25-9099.00
Educational Instruction and Library Workers, All Other are somewhat less resilient to AI impacts than most occupations, according to our analysis of 4 sources.
This career earns a "Somewhat Resilient" label because AI is genuinely changing how the work gets done, even though it is not replacing the people doing it. Tools for lesson planning, personalized learning, cataloging, and feedback are being built into the platforms educators and librarians already use every day, which means workers need to adapt and learn new skills to stay effective.
Learn more about how you can thrive in this position
This role is somewhat resilient
This career earns a "Somewhat Resilient" label because AI is genuinely changing how the work gets done, even though it is not replacing the people doing it. Tools for lesson planning, personalized learning, cataloging, and feedback are being built into the platforms educators and librarians already use every day, which means workers need to adapt and learn new skills to stay effective.
Read full analysisLearn more about how you can thrive in this position
Analysis of Current AI Resilience
Edu. & Library Workers
Updated Quarterly

How is AI changing Edu. & Library Workers jobs?
Right now, AI in this field is mostly being used to help workers, not replace them. In school libraries and classrooms, AI is being woven into the everyday tools educators already use. The percentage of teachers who are using artificial intelligence-driven tools in their classrooms nearly doubled between 2023 and 2025, according to data from the EdWeek Research Center, with generative AI now embedded in popular platforms like Canva, Google, Khan Academy, and Microsoft [1].
Instructional staff use these tools to plan lessons, differentiate materials, and give faster feedback.
For library workers, augmentation is also the main story. The American Library Association recently launched a Transformative Technology Task Force focused on AI for its first two years [2], and a new AASL guide describes AI being used to support personalized learning, automate routine tasks, and streamline cataloging and communications [2]. Library Journal’s 2026 survey notes that vendors and libraries are racing to integrate AI into workflows [3] as the next step in “doing more with less.” Still, school librarians emphasize their human role: teaching students how to evaluate AI output, citing it ethically, and protecting privacy [4].
Sources

How fast is AI adoption growing for Edu. & Library Workers?
Adoption is moving quickly because the tools are cheap, already built into existing software, and help workers handle heavy workloads. "AI is increasingly seen as a high-value tool for planning, differentiation, and feedback," according to experts quoted by EdWeek [1]. Tight budgets push adoption too — Library Journal reports that states face pressure just to maintain current education spending [3], making free or low-cost AI attractive.
But several brakes are slowing things down. Education and library jobs are deeply relational — students need mentors, and patrons need trusted guides. Brookings researchers note that highly AI-exposed occupations with low adaptive capacity are concentrated in college towns and state capitals [5], but workers in education-rich communities often have more skills to pivot.
The BLS still projects that AI mainly threatens routine roles like claims adjusters and credit analysts [6], not instructional support. Ethical concerns — bias, privacy, plagiarism, and even environmental costs — also slow adoption, and professional groups are actively shaping guardrails before deploying tools widely.
The bottom line: AI is changing how this work gets done, but the human skills of teaching, listening, and helping people learn are still very much in demand. 🌱
Sources

Will AI replace Edu. & Library Workers?
Not entirely. We think AI will take over some tasks, but not the whole job.
Our 47.9% AI Resilience Score reflects real pressure on this field, but it also shows that a meaningful human role remains. Right now, AI is mostly being woven into tools that educators and library workers already use, helping with lesson planning, cataloging, personalized learning, and routine communications [2]. The percentage of teachers using AI-driven tools in classrooms nearly doubled between 2023 and 2025 [1], so the shift is already underway.
What stays human is the relational core of the work: mentoring students, guiding patrons through complex information, and teaching people how to think critically about what AI itself produces. School librarians, for example, are actively helping students evaluate AI output and cite it ethically [4]. Those judgment-heavy, trust-building tasks are genuinely hard to automate.
The economic picture is more mixed. Tight budgets are pushing faster AI adoption as a way to do more with less [3], and wage growth in this field is modest. Workers who build skills around AI tools, critical instruction, and information ethics will be better positioned than those who wait for the role to stay the same. The job is changing, but it is not disappearing.
Sources

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Latest AI news for Edu. & Library Workers
These articles highlight the growing importance of AI literacy in educational instruction and library roles. For instance, the "Five steps to embed GenAI literacy for university librarians" emphasizes how librarians can be pivotal in fostering AI understanding among students and faculty. Additionally, the commentary on teacher librarians underscores their essential role in equipping students with AI and media literacy skills. By embracing these insights, future library workers can develop AI resilience, positioning themselves as key resources in an increasingly digital educational landscape.

Does Your College Need an ‘AI Librarian’?
www.chronicle.com • 6/18/2026
At a time when many institutions are grappling with the technology and its implications, some are turning to librarians for leadership.

USF College of Education launches new graduate certificate in AI for educators
www.usf.edu • 5/20/2026
The program emphasizes practical application, ethical decision-making and hands-on development of AI-supported tools and strategies for...

Five steps to embed GenAI literacy for university librarians
www.timeshighereducation.com • 4/24/2026
The library can be the perfect place to promote GenAI literacy, not only for students but for academics too. These five steps can help.

COMMENTARY: Why teacher librarians are critical for students living in an AI-driven world
edsource.org • 3/3/2026
Learn why credentialed teacher librarians are crucial for providing AI and media literacy instruction in schools, and why California needs...

Choice and LibTech Insights publish white paper to understand the place of artificial intelligence literacy in information literacy instruction
www.ala.org • 9/17/2024
The paper “Building an AI Literacy Framework: Perspectives from Instruction Librarians and Current Information Literacy Tools” will provide readers with a...
More Career Info
Career: Educational Instruction and Library Workers, All Other
They support learning by helping with educational activities and organizing library resources to make them easy to find and use.
Parent Careers
Employment & Wage Data
Median Wage
$48,400
Jobs (2024)
132,000
Growth (2024-34)
+1.5%
Annual Openings
12,500
Education
Bachelor's degree
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
