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The AI Resilience Report helps you understand how AI is likely to impact your current or future career. Drawing on data from over 1,500 occupations, it provides a clear snapshot to support informed career decisions.
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The AI Resilience Report is a project from CareerVillage®, a registered 501(c)(3) nonprofit.
Last Update: 5/19/2026
Your role’s AI Resilience Score is
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.
Med
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
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 is labeled "Somewhat Resilient" because AI is genuinely changing the day-to-day workflows of educational and library workers — not just on the edges, but in core tasks like lesson planning, cataloging, and giving student feedback. The good news is that the heart of this work — mentoring students, building trust with patrons, and helping people navigate learning — is deeply human and still very much in demand.
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 somewhat resilient
This career is labeled "Somewhat Resilient" because AI is genuinely changing the day-to-day workflows of educational and library workers — not just on the edges, but in core tasks like lesson planning, cataloging, and giving student feedback. The good news is that the heart of this work — mentoring students, building trust with patrons, and helping people navigate learning — is deeply human and still very much in demand.
Read full analysisAnalysis of Current AI Resilience
Edu. & Library Workers
Updated Quarterly • Last Update: 5/14/2026

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].

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. 🌱

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They support learning by helping with educational activities and organizing library resources to make them easy to find and use.
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

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The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.
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