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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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Last Update: 4/23/2026
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%).
Low
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.
Most data sources align, with only minor variation. This is a well-supported result.
Contributing sources
Library Assistants, Clerical are less resilient to AI impacts than most occupations, according to our analysis of 7 sources.
The career of a library assistant is labeled as "Not Very Resilient" because many routine tasks, like sorting and shelving books, are increasingly being automated with technologies like barcode scanners and RFID systems. Although human skills like helping patrons and organizing events remain important, the gradual adoption of AI tools in libraries is changing workflows and reducing the number of job opportunities.
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Learn more about how you can thrive in this position
This role is not very resilient
The career of a library assistant is labeled as "Not Very Resilient" because many routine tasks, like sorting and shelving books, are increasingly being automated with technologies like barcode scanners and RFID systems. Although human skills like helping patrons and organizing events remain important, the gradual adoption of AI tools in libraries is changing workflows and reducing the number of job opportunities.
Read full analysisAnalysis of Current AI Resilience
Library Assistant, Clerical
Updated Quarterly • Last Update: 2/17/2026

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].

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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They help organize books, assist visitors in finding materials, and manage checkouts to keep the library running smoothly.
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
Perform clerical activities, such as answering phones, sorting mail, filing, typing, word processing, and photocopying and mailing out material.
Open and close library during specified hours and secure library equipment, such as computers and audio-visual (AV) equipment.
Prepare, store, and retrieve classification and catalog information, lecture notes, or other information related to stored documents, using computers.
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...
Maintain library equipment, such as photocopiers, scanners, and computers, and instruct patrons in proper use of such equipment.
Review records, such as microfilm and issue cards, to identify titles of overdue materials and delinquent borrowers.
Schedule, supervise, and train clerical workers, volunteers, student assistants, and other library employees.
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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