Evolving

Last Update: 2/17/2026

Your role’s AI Resilience Score is

43.0%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium

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

Librarians and Media Collections Specialists

They help people find information by organizing books, media, and digital resources, and assist with research or learning needs.

This role is evolving

The career of librarians and media collections specialists is labeled as "Evolving" because AI tools are slowly being integrated to assist with tasks like organizing collections and answering basic questions, making some aspects more efficient. However, AI hasn't yet replaced the human skills needed for complex searches, creative thinking, and community engagement.

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Learn more about how you can thrive in this position

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Chat with Coach
Latest news
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Analysis
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This role is evolving

The career of librarians and media collections specialists is labeled as "Evolving" because AI tools are slowly being integrated to assist with tasks like organizing collections and answering basic questions, making some aspects more efficient. However, AI hasn't yet replaced the human skills needed for complex searches, creative thinking, and community engagement.

Read full analysis

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

Learn about this score
Stable iconStable

78.1%

78.1%

Microsoft's Working with AI

AI Applicability

Learn about this score
Changing fast iconChanging fast

18.9%

18.9%

Anthropic's Economic Index

Changing fast iconChanging fast

8.0%

8.0%

Will Robots Take My Job

Automation Resilience

Learn about this score
Evolving iconEvolving

51.3%

51.3%

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):

1.7%

Growth Percentile:

37.7%

Annual Openings:

13,500

Annual Openings Pct:

59.8%

Analysis of Current AI Resilience

Librarians & Media Specs

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

Many librarian tasks today do use computer tools, but few are fully automated. For example, librarians often “review and evaluate materials…to select and order…audio-visual and electronic resources,” and “search … online sources … to answer patrons’ reference questions” [1]. AI tools can help with these jobs.

Research shows that AI “tagging” and machine-learning models can organize collections and improve metadata quality, automatically labeling videos or books so librarians can find them faster [2]. Some libraries try chatbots or virtual assistants for simple reference questions. A recent study found most library chatbots (94% AI-powered) handle basic queries well, but they have low adoption – only a few libraries use them – and they struggle with complicated questions [3].

In other words, computers can answer easy questions or sort files, but complex searches still need a librarian’s knowledge and judgment.

Other tasks need a human touch. Setting up cameras, installing projectors, or serving on committees are hands-on or social tasks that aren’t done by AI. For now there’s no robot to attend a meeting or fix a broken scanner – those duties stay with people.

In short, routine data work (cataloging, tracking usage, searching) is increasingly aided by AI, but core librarian skills (curious thinking, teaching, choosing what to keep) remain mostly in human hands [2] [3].

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AI Adoption

AI in the real world

Some libraries are careful but curious about AI. Studies suggest AI could make libraries more efficient – speeding up searches and freeing staff for community programs [4]. However, adoption depends on cost, fit, and trust.

Many libraries have tight budgets and limited training funds [5], so they may not rush to buy new AI systems. Also, librarians and patrons care about accuracy and privacy. One survey found only 13% of library chatbots even disclosed privacy policies [3], showing how ethic and trust issues slow use.

In general, libraries move forward with AI when they see clear benefits for users and can manage costs and fairness. While change takes time, librarians’ unique skills – like helping students think critically and organizing community programs – remain valuable even as AI tools come in [4] [5].

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More Career Info

Career: Librarians and Media Collections Specialists

Employment & Wage Data

Median Wage

$64,320

Jobs (2024)

142,100

Growth (2024-34)

+1.7%

Annual Openings

13,500

Education

Master's degree

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

80% ResilienceSupplemental

Plan and participate in fundraising drives.

2

75% ResilienceCore Task

Represent library or institution on internal and external committees.

3

75% ResilienceSupplemental

Write proposals for research or project grants.

4

70% ResilienceCore Task

Set up, adjust, and operate audio-visual equipment, such as cameras, film and slide projectors, and recording equipment, for meetings, events, classes, seminars, and video conferences.

5

70% ResilienceCore Task

Install audio-visual equipment.

6

70% ResilienceSupplemental

Narrate presentations and productions.

7

65% ResilienceCore Task

Teach library patrons basic computer skills, such as searching computerized databases.

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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