Evolving

Last Update: 3/13/2026

Your role’s AI Resilience Score is

39.8%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium-high

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

Library Assistants, Clerical

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.

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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.

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Contributing 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

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Evolving iconEvolving

69.4%

69.4%

Microsoft's Working with AI

AI Applicability

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Evolving iconEvolving

38.4%

38.4%

Anthropic's Observed Exposure

AI Resilience

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Evolving iconEvolving

50.2%

50.2%

Will Robots Take My Job

Automation Resilience

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Changing fast iconChanging fast

25.9%

25.9%

Althoff & Reichardt

Economic Growth

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Changing fast iconChanging fast

15.2%

15.2%

Medium Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

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Growth Rate (2024-34):

-6.7%

Growth Percentile:

8.1%

Annual Openings:

12,800

Annual Openings Pct:

57.6%

Analysis of Current AI Resilience

Library Assistant, Clerical

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

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].

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AI Adoption

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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More Career Info

Career: Library Assistants, Clerical

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

70% ResilienceCore Task

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

2

70% 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...

3

65% ResilienceCore Task

Schedule, supervise, and train clerical workers, volunteers, student assistants, and other library employees.

4

60% ResilienceCore Task

Take action to deal with disruptive or problem patrons.

5

60% ResilienceSupplemental

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

6

60% ResilienceSupplemental

Place books in mailing containers, affix address labels, and secure containers with straps for mailing to blind library patrons.

7

55% ResilienceCore Task

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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