Last Update: 3/13/2026
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 organize books, assist visitors in finding materials, and manage checkouts to keep the library running smoothly.
This role is evolving
The career of a library assistant is labeled as "Evolving" because while AI is gradually being integrated to handle routine tasks like sorting and shelving books, many responsibilities still require the human touch. Technologies like automated checkout and inventory systems are helping, but library assistants are needed for tasks that involve human skills, such as answering questions, instructing patrons, and organizing events.
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 a library assistant is labeled as "Evolving" because while AI is gradually being integrated to handle routine tasks like sorting and shelving books, many responsibilities still require the human touch. Technologies like automated checkout and inventory systems are helping, but library assistants are needed for tasks that involve human skills, such as answering questions, instructing patrons, and organizing events.
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
CareerVillage's proprietary model that estimates how resilient each occupation's tasks are to AI automation and augmentation
Microsoft's Working with AI
AI Applicability
Measures how applicable AI tools (like Bing Copilot) are to each occupation based on real usage patterns
Anthropic's Observed Exposure
AI Resilience
Based on observed patterns of how Claude is being used across occupational tasks in real conversations
Will Robots Take My Job
Automation Resilience
Estimates the probability of automation for each occupation based on research from Oxford University and other academic sources
Althoff & Reichardt
Economic Growth
Measured as "Wage bill" which is a long term projection for average wage × employment. It's the total labor income flowing to an occupation
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
Library Assistant, Clerical
Updated Quarterly • Last Update: 2/17/2026

What's changing and what's not
Library assistants still do many jobs that computers and machines can’t fully replace. For example, official reports list sorting and shelving returned books and cataloging materials as core duties [1] [2], but many libraries now use barcode/RFID machines and automated counters to speed this up. Patrons often scan books themselves at kiosks, and digital systems keep track of loans and inventory.
Even so, the U.S. job database O*NET rates library work as only about 42% automated [1], meaning most tasks still involve humans. Some large libraries even use robot systems for heavy lifting – for instance, automated storage machines or shelf-reading robots that fetch requested books and check for mis-shelved items [3] [2].
Other tasks remain firmly human. Activities like updating patron records on computers [1] or using library software are semi-automated, but teaching and helping people usually still needs a person. O*NET notes that things like answering patron questions, instructing patrons in how to use catalogs, and managing special collections are core duties [1] [2].
Dealing with kicking-back visitors, training volunteers, and organizing library events all need human judgment and empathy. In short, AI and robots today augment routine work (sorting books, scanning barcodes, inventory checks) while library assistants focus on complex, people-centered services [3] [1].

AI in the real world
Many libraries could benefit from AI, but adoption will likely be gradual. On the plus side, traditional library systems (computer catalogs, automated checkout) are already common, and experts note AI can improve efficiency and user experience in libraries [3]. However, libraries often have tight budgets and small staffs.
Expensive robots or new software must be paid for, and staff need training. Studies of libraries point out concerns like cost, privacy, ethics, and fear of job loss as barriers to fast adoption [3]. The U.S. Bureau of Labor Statistics forecasts about a 7% decline in library assistant jobs over the next decade [2], reflecting how technology handles some routine tasks, but this also means fewer funds and positions for experimenting with new AI.
Social factors matter too. Many patrons prefer talking with a person, and librarians value the personal side of service. So libraries are likely to adopt easy AI step by step: for example, adding more user-friendly search tools or chatbots for simple info, or automation for inventory and returns.
More advanced robots (for browsing shelves or dealing with visitors) are still rare. In practice, technology tends to assist library workers rather than replace them. Human skills – like explaining tricky facts, recommending a good book, or calming a caller – remain important [1] [3].
While change is coming, it will likely be slow. This means young people can focus on the strengths of the role: communication, creativity, and care for the community – things that AI can’t do as well. [1] [3]

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Median Wage
$36,010
Jobs (2024)
84,500
Growth (2024-34)
-6.7%
Annual Openings
12,800
Education
High school diploma or equivalent
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Open and close library during specified hours and secure library equipment, such as computers and audio-visual (AV) equipment.
Acquire books, pamphlets, periodicals, audio-visual materials, and other library supplies by checking prices, figuring costs, and preparing appropriate order forms and facilitating the ordering proces...
Schedule, supervise, and train clerical workers, volunteers, student assistants, and other library employees.
Take action to deal with disruptive or problem patrons.
Prepare, store, and retrieve classification and catalog information, lecture notes, or other information related to stored documents, using computers.
Place books in mailing containers, affix address labels, and secure containers with straps for mailing to blind library patrons.
Maintain library equipment, such as photocopiers, scanners, and computers, and instruct patrons in proper use of such equipment.
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.

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