Not Very Resilient

Last Update: 8/30/2026

AI Resilience Score for Library Assistant, Clerical:

34.3%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

Low

Our confidence in this score:
High

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 five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. 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 eight sources had data, giving us high confidence in this score. Most AI exposure sources landed at Medium, but AI Resilience Model and Will Robots Take My Job both rated Low, signaling real automation risk for clerical tasks. Weak economic scores on pay and mobility pulled the score down, landing this role at "Not Very Resilient."

AI Resilience Report forLibrary Assistants, Clerical

$36,910 median salary•12,300 annual openings•SOC Code: 43-4121.00

Library Assistants, Clerical are less resilient to AI impacts than most occupations, according to our analysis of 8 sources.

Library Assistant (Clerical) roles are labeled "Not Very Resilient" because so much of the core work, including cataloguing, managing records, preparing statistics, and sending overdue notices, can now be handled by AI tools and software that are cheaper and faster than a person doing the same tasks manually. The U.S. Bureau of Labor Statistics projects employment in this field to decline 6 percent from 2025 to 2035, which reflects how quickly automation is taking over the routine, paperwork-heavy parts of the job.

Learn more about how you can thrive in this position

This role is not very resilient

Library Assistant (Clerical) roles are labeled "Not Very Resilient" because so much of the core work, including cataloguing, managing records, preparing statistics, and sending overdue notices, can now be handled by AI tools and software that are cheaper and faster than a person doing the same tasks manually. The U.S. Bureau of Labor Statistics projects employment in this field to decline 6 percent from 2025 to 2035, which reflects how quickly automation is taking over the routine, paperwork-heavy parts of the job.

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Analysis of current AI resilience

Library Assistant, Clerical

Updated quarterly

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How can Library Assistant, Clerical prepare for AI?

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Latest AI news for Library Assistant, Clerical

These articles highlight the evolving role of Library Assistants in an AI-driven landscape. For instance, the "AI Reskilling in Libraries" article emphasizes the need for library workers to adapt to AI-assisted workflows, ensuring they remain relevant. Additionally, the "AI Career Risk Report" indicates that while routine tasks may be automated, there’s still a significant demand for human oversight and interaction in libraries. This suggests that students can build resilience by developing skills in AI management and data curation, positioning themselves for future opportunities in this field.

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

$36,910

Jobs (2025)

89,500

Growth (2025-35)

-6.4%

Annual Openings

12,300

Education

High school diploma or equivalent

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

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

1

90% ResilienceCore Task

Take action to deal with disruptive or problem patrons.

2

90% ResilienceCore Task

Repair books using mending tape, paste, and brushes or prepare books to be sent to a bindery for repair.

3

85% ResilienceSupplemental

Plan or participate in library events and programs, such as story time with children.

4

80% ResilienceCore Task

Deliver and retrieve items to and from departments by hand or using push carts.

5

80% ResilienceSupplemental

Operate small branch libraries, under the direction of off-site librarian supervisors.

6

75% ResilienceCore Task

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

7

75% 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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