Not Very Resilient

Last Update: 4/23/2026

Your role’s AI Resilience Score is

34.8%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

Low

Our confidence in this score:
Medium-high

Contributing sources

AI Resilience Report forLibrary Assistants, Clerical

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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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.

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Analysis of Current AI Resilience

Library Assistant, Clerical

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

How is AI changing Library Assistant, Clerical jobs?

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].

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AI Adoption

How fast is AI adoption growing for Library Assistant, Clerical?

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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More Career Info

Career: Library Assistants, Clerical

They help organize books, assist visitors in finding materials, and manage checkouts to keep the library running smoothly.

Employment & Wage Data

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

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

92% ResilienceCore Task

Perform clerical activities, such as answering phones, sorting mail, filing, typing, word processing, and photocopying and mailing out material.

2

90% ResilienceCore Task

Open and close library during specified hours and secure library equipment, such as computers and audio-visual (AV) equipment.

3

88% ResilienceSupplemental

Prepare, store, and retrieve classification and catalog information, lecture notes, or other information related to stored documents, using computers.

4

88% ResilienceSupplemental

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...

5

85% ResilienceCore Task

Maintain library equipment, such as photocopiers, scanners, and computers, and instruct patrons in proper use of such equipment.

6

82% ResilienceSupplemental

Review records, such as microfilm and issue cards, to identify titles of overdue materials and delinquent borrowers.

7

80% ResilienceCore Task

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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