Not Very Resilient

Last Update: 6/19/2026

AI Resilience Score for Library Assistant, Clerical:

34.5%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

Low

Our confidence in this score:
Medium-high

Contributing sources

Methodology and Scoring Rationale

To score how resilient library assistant work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from four AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, and Will Robots Take My Job. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For library assistants, all seven sources had data but split on AI exposure: our AI Resilience Model saw low exposure while Anthropic, Microsoft, and Will Robots Take My Job ranged from medium to high. That disagreement holds confidence at medium-high. Weak economic signals from Wage Bill and Adaptive Capacity pulled the score down, leaving this role "Not Very Resilient."

AI Resilience Report forLibrary Assistants, Clerical

$36,010 median salary12,800 annual openingsSOC Code: 43-4121.00

Library Assistants, Clerical are less resilient to AI impacts than most occupations, according to our analysis of 7 sources.

Library assistant work is labeled "Not Very Resilient" mainly because so many of its core tasks, like cataloging, answering basic reference questions, and sending patron notifications, are already being handled by AI tools and automated systems. The Bureau of Labor Statistics projects a 7 percent decline in jobs in this field from 2024 to 2034, which is a real signal that automation is shrinking the number of positions available, not just changing how the work gets done.

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This role is not very resilient

Library assistant work is labeled "Not Very Resilient" mainly because so many of its core tasks, like cataloging, answering basic reference questions, and sending patron notifications, are already being handled by AI tools and automated systems. The Bureau of Labor Statistics projects a 7 percent decline in jobs in this field from 2024 to 2034, which is a real signal that automation is shrinking the number of positions available, not just changing how the work gets done.

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Analysis of Current AI Resilience

Library Assistant, Clerical

Updated Quarterly

Analysis
Suggested Actions
State of Automation

How is AI changing Library Assistant, Clerical jobs?

If you've used a self-checkout kiosk or asked a chatbot for help, you've already seen how libraries are changing. Right now, AI is mostly augmenting library assistants rather than replacing them. The biggest shift is happening in behind-the-scenes work like cataloging: OCLC has added powerful new AI features to its WorldShare Record Manager and Connexion cataloging applications that help catalogers by automatically suggesting classification numbers and subject headings, saving time and improving accuracy.

In pilot testing, catalogers reported saving up to 20 minutes per title, and many described the new AI tools as a helpful "safety net" that catches missed details. Patron-facing services are also being upgraded — for example, Libby's new "Inspire Me" feature uses generative AI to recommend materials, and more than 90% of public libraries in North America use Libby [1]. Routine work like reading recommendations, basic reference questions, and notification messages is increasingly handled by software, while humans still open the building, fix the printer, and help anxious patrons in person.

The American Library Association is taking this seriously: the Public Library Association established the Transformative Technology Task Force to advise on the evolving role and impacts of transformative technology on library work, with AI as its top focus.

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AI Adoption

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

Adoption is moving steadily but cautiously. On the "speed up" side, library budgets are tight — Marshall Breeding's Library Systems Report 2026 notes that "uncertainties in funding and disruptions driven by AI technologies set the stage for a difficult year" [2], pushing libraries to use AI to stretch staff time. The U.S. Bureau of Labor Statistics already projects that overall employment of library technicians and assistants will decline 7 percent from 2024 to 2034 [3], partly reflecting automation.

On the "slow down" side, libraries care deeply about privacy, accuracy, and equity. OCLC frames its approach as "using technology to amplify human expertise, not replace it", and Library Journal reports that experts warn libraries "have to make smart choices about how and when to use it" [4]. The good news for young people: the skills that matter most — welcoming patrons, teaching digital literacy, opening and closing the building, troubleshooting equipment, and judging which AI suggestions are actually good — are exactly the human strengths libraries say they need more of, not less.

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Will AI replace Library Assistant, Clerical?

Will AI replace Library Assistant, Clerical?

In part. We think AI will eventually automate a real share of this work, but the human side of libraries will not disappear overnight.

The numbers are honest about the pressure here. Our AI Resilience Score for this role is 34.5%, which puts it in the "Not Very Resilient" range. The U.S. Bureau of Labor Statistics already projects a 7 percent employment decline through 2034 [3], and AI tools are moving fast into cataloging, patron recommendations, and routine reference questions. Tight library budgets are pushing that shift along [2].

Still, what stays human matters. Welcoming anxious patrons, teaching digital literacy, troubleshooting equipment, and judging whether an AI suggestion is actually good are exactly what libraries say they need more of. More than 90 percent of public libraries in North America use Libby [1], but someone still has to open the building and help the person who does not know where to start.

The smarter move is to treat this role as a launching pad. The skills you build here, helping people navigate information, spotting errors in automated outputs, and working with evolving technology, transfer well into library technology, digital services, and information management. Experts are clear that libraries need people who can make smart choices about AI [4], and that is a skill worth building now.

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Latest AI news for Library Assistant, Clerical

As AI reshapes the workplace, library assistants and clerical workers need to understand its implications. A study highlights that these roles, often held by women, may face significant challenges adapting to AI advancements. However, the rise of AI can also enhance productivity by handling mundane tasks, allowing clerical staff to focus on more engaging work. For instance, a city clerk in Long Grove has successfully integrated an AI assistant, showcasing how technology can be tailored to improve efficiency. Embracing AI can lead to resilience and growth in this evolving career path.

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.

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

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