AITakeover Tracker
31%medium risk

Librarians

Administer libraries and perform related library services. Work in a variety of settings, including public libraries, educational institutions, museums, corporations, government agencies, law firms, non-profit organizations, and healthcare providers. Tasks may include selecting, acquiring, cataloguing, classifying, circulating, and maintaining library materials; and furnishing reference, bibliographical, and readers' advisory services. May perform in-depth, strategic research, and synthesize, analyze, edit, and filter information. May set up or work with databases and information systems to catalogue and access information.

Higher risk than 44% of occupations

AI Impact Summary

Librarians faces moderate AI displacement risk with a score of 31/100. This occupation has higher AI displacement risk than 44% of all analyzed occupations. Of 36 analyzed tasks, 5 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

AI-Vulnerable Skills (6)

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (7)

WritingCritical ThinkingMonitoringJudgment and Decision MakingSystems AnalysisActive LearningTechnology Design

Recommended Courses

Courses matched to Librarians skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7.7pt risk

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.5pt risk

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.9pt risk

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Education & Training

Percentage of workers at each education and training level

Education Level

Post-Secondary Certificate6%
Associate's Degree4%
Bachelor's Degree8%
Master's Degree5%
Doctoral/Professional Degree70%
Level 96%

Prior Experience Needed

Work experience required to enter this job

None22%
3-6 months6%
6 months - 1 year22%
1-2 years15%
2-4 years23%
4-6 years12%

Training Provided After Hiring

How long it typically takes to learn on the job

None12%
Up to 1 month46%
1-3 months19%
3-6 months8%
6 months - 1 year15%

How AI Impacts Each Task

36 tasks analyzed

Check books in and out of the library.

Risk: 61.0%AI: 70EstimatedTime: 2%

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

Risk: 40.5%AI: 63.62ObservedTime: 3%

Review and evaluate materials, using book reviews, catalogs, faculty recommendations, and current holdings to select and order print, audio-visual, and electronic resources.

Risk: 56.2%AI: 72.92ObservedTime: 3%

Keep up-to-date records of circulation and materials, maintain inventory, and correct cataloging errors.

Risk: 86.0%AI: 92EstimatedTime: 3%

Search standard reference materials, including online sources and the Internet, to answer patrons' reference questions.

Risk: 45.3%AI: 45.63ObservedTime: 3%

Analyze patrons' requests to determine needed information and assist in furnishing or locating that information.

Risk: 36.8%AI: 54.45ObservedTime: 3%

Supervise daily library operations, budgeting, planning, and personnel activities, such as hiring, training, scheduling, and performance evaluations.

Risk: 27.0%AI: 30EstimatedTime: 2%

Plan and teach classes on topics such as information literacy, library instruction, and technology use.

Risk: 29.0%AI: 35EstimatedTime: 2%

Confer with colleagues, faculty, and community members and organizations to conduct informational programs, make collection decisions, and determine library services to offer.

Risk: 25.0%AI: 25EstimatedTime: 2%

Develop and maintain databases that provide information for library users.

Risk: 55.0%AI: 70EstimatedTime: 2%

Code, classify, and catalog books, publications, films, audio-visual aids, and other library materials based on subject matter or standard library classification systems.

Risk: 67.2%AI: 45ObservedTime: 3%

Respond to customer complaints, taking action as necessary.

Risk: 34.1%AI: 47.85ObservedTime: 1%

Plan and deliver client-centered programs and services, such as special services for corporate clients, storytelling for children, newsletters, or programs for special groups.

Risk: 27.0%AI: 30EstimatedTime: 2%

Explain use of library facilities, resources, equipment, and services and provide information about library policies.

Risk: 39.0%AI: 60EstimatedTime: 3%

Locate unusual or unique information in response to specific requests.

Risk: 39.0%AI: 30ObservedTime: 2%

Develop library policies and procedures.

Risk: 51.0%AI: 60EstimatedTime: 1%

Direct and train library staff in duties, such as receiving, shelving, researching, cataloging, and equipment use.

Risk: 27.0%AI: 30EstimatedTime: 2%

Evaluate materials to determine outdated or unused items to be discarded.

Risk: 59.0%AI: 80EstimatedTime: 2%

Organize collections of books, publications, documents, audio-visual aids, and other reference materials for convenient access.

Risk: 76.0%AI: 67.1ObservedTime: 2%

Develop, maintain, and troubleshoot information access aids, such as databases, annotated bibliographies, web pages, electronic pathfinders, software programs, and online tutorials.

Risk: 51.9%AI: 62.28ObservedTime: 2%

Engage in professional development activities, such as taking continuing education classes and attending or participating in conferences, workshops, professional meetings, and associations.

Risk: 31.0%AI: 10EstimatedTime: 1%

Compile lists of overdue materials and notify borrowers that their materials are overdue.

Risk: 89.2%AI: 100EstimatedTime: 1%

Compile lists of books, periodicals, articles, and audio-visual materials on particular subjects.

Risk: 72.0%AI: 57.03ObservedTime: 2%

Evaluate vendor products and performance, negotiate contracts, and place orders.

Risk: 33.4%AI: 46ObservedTime: 1%

Arrange for interlibrary loans of materials not available in a particular library.

Risk: 87.2%AI: 95EstimatedTime: 2%

Represent library or institution on internal and external committees.

Risk: 23.0%AI: 20EstimatedTime: 1%

Negotiate contracts for library services, materials, and equipment.

Risk: 27.0%AI: 30EstimatedTime: 1%

Perform public relations work for the library, such as giving televised book reviews and community talks.

Risk: 23.0%AI: 20EstimatedTime: 1%

Complete minor repairs and cleaning of library resources, equipment, and facilities, such as dusting and fixing printer paper jams.

Risk: 45.0%AI: 30EstimatedTime: 1%

Collect and organize books, pamphlets, manuscripts, and other materials in specific fields, such as rare books, genealogy, or music.

Risk: 51.0%AI: 60EstimatedTime: 2%

Author or publish professional articles, internal documents, and instructional materials.

Risk: 50.1%AI: 57.77ObservedTime: 13%

Assemble and arrange display materials.

Risk: 13.0%AI: 10EstimatedTime: 8%

Write proposals for research or project grants.

Risk: 48.0%AI: 52.38ObservedTime: 8%

Design information storage and retrieval systems and develop procedures for collecting, organizing, interpreting, and classifying information.

Risk: 48.7%AI: 54.25ObservedTime: 13%

Plan and participate in fundraising drives.

Risk: 27.0%AI: 30EstimatedTime: 8%

Provide input into the architectural planning of library facilities.

Risk: 47.0%AI: 50EstimatedTime: 3%

Protective Factors

Total protective discount: 30.5%

Essential Soft Skills

Traits that are hard for AI to replicate

CooperationDependabilityAdaptability/FlexibilityIntegrityInitiativeConcern for OthersSelf ControlIndependenceAttention to DetailAchievement/EffortPersistenceAnalytical Thinking
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Librarians professionals should diversify beyond them.

  • Reading Comprehension

    High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Information Ordering

    High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Memorization

    Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Mathematics

    Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Mathematics

    Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Adaptability/Flexibility

    Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

  • Leadership

    Leadership is AI-resistant — strengthening this skill provides durable career protection.

  • Instructing

    Instructing is AI-resistant — strengthening this skill provides durable career protection.

  • Service Orientation

    Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

  • Complex Problem Solving

    Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Systems Analysis

    Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 2 scoring runs

+1.8

overall change

Checking for existing plan...