AI exposure by occupation, O*NET 43-4121.00
Will AI replace Library Assistants, Clerical?
Library Assistants, Clerical: AI can already handle 4 of 32 tasks; the work mostly needs a standard-tier model.
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Every task, scored
The 32 tasks O*NET 30.3 lists for Library Assistants, Clerical, from most to least exposed. 4 reach 60 or more, the level at which AI already handles a task.
| Task | AI exposure | Evidence | Model tier |
|---|---|---|---|
| Sort books, publications, and other items according to established procedure and return them to shelves, files, or other designated storage areas. | Estimated | Efficient | |
| Perform clerical activities, such as answering phones, sorting mail, filing, typing, word processing, and photocopying and mailing out material. | Estimated | Efficient | |
| Maintain library equipment, such as photocopiers, scanners, and computers, and instruct patrons in proper use of such equipment. | Estimated | Efficient | |
| Review records, such as microfilm and issue cards, to identify titles of overdue materials and delinquent borrowers. | Estimated | Efficient | |
| Plan or participate in library events and programs, such as story time with children. | Estimated | Frontier | |
| Design or maintain library web site and online catalogues. | Estimated | Frontier | |
| Classify and catalog items according to content and purpose. | Observed | Efficient | |
| Schedule, supervise, and train clerical workers, volunteers, student assistants, and other library employees. | Estimated | Standard | |
| Open and close library during specified hours and secure library equipment, such as computers and audio-visual equipment. | Estimated | Efficient | |
| Locate library materials for patrons, including books, periodicals, tape cassettes, Braille volumes, and pictures. | Estimated | Efficient | |
| Enter and update patrons' records on computers. | Estimated | Standard | |
| Answer routine inquiries and refer patrons in need of professional assistance to librarians. | Estimated | Efficient | |
| Manage reserve materials by placing items on reserve for library patrons, checking items in and out of library, and removing out-of-date items. | Estimated | Standard | |
| Lend, reserve, and collect books, periodicals, videotapes, and other materials at circulation desks and process materials for inter-library loans. | Estimated | Standard | |
| Instruct patrons on how to use reference sources, card catalogs, and automated information systems. | Estimated | Efficient | |
| Register new patrons and issue borrower identification cards that permit patrons to borrow books and other materials. | Estimated | Efficient | |
| Operate small branch libraries, under the direction of off-site librarian supervisors. | Estimated | Standard | |
| Process new materials including books, audio-visual materials, and computer software. | Estimated | Efficient | |
| Provide assistance to librarians in the maintenance of collections of books, periodicals, magazines, newspapers, and audio-visual and other materials. | Estimated | Standard | |
| Send out notices and accept fine payments for lost or overdue books. | Estimated | Efficient | |
| Take action to deal with disruptive or problem patrons. | Estimated | Efficient | |
| Prepare, store, and retrieve classification and catalog information, lecture notes, or other information related to stored documents, using computers. | Estimated | Efficient | |
| 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 process by providing such information to others. | Estimated | Efficient | |
| Select substitute titles when requested materials are unavailable, following criteria such as age, education, and interests. | Estimated | Efficient | |
| Prepare library statistics reports. | Estimated | Efficient | |
| Deliver and retrieve items to and from departments by hand or using push carts. | Estimated | Efficient | |
| Assist in the preparation of book displays. | Estimated | Efficient | |
| Inspect returned books for condition and due-date status and compute any applicable fines. | Estimated | Efficient | |
| Maintain records of items received, stored, issued, and returned and file catalog cards according to system used. | Estimated | Efficient | |
| Repair books using mending tape, paste, and brushes or prepare books to be sent to a bindery for repair. | Estimated | Efficient | |
| Perform accounting and bookkeeping activities, such as invoicing, maintaining financial records, budgeting, and handling cash. | Estimated | Efficient | |
| Operate and maintain audio-visual equipment. | Estimated | Efficient |
Observed: scored from AI use recorded in the Anthropic Economic Index (June 2026 release), 1 of 32 tasks. Estimated: scored from the task's O*NET 30.3 work activity, 31 of 32. Importance is O*NET's 1 to 5 rating of how central the task is. Model tier is the lowest tier that can do the task under the published rubric; "No tier" marks hands-on work.
The model tier this role needs
A standard-tier model or lower covers 94% of the role's importance-weighted task work. 100% of the work is something AI can address at some tier.
Efficient, standard and frontier tiers come from the JobRoute model tier reference. The recommended tier is the lowest one that covers 80% of the work AI can address. How the method works.
Wages, employment and outlook
- US employment
- 85,520
- Median annual wage
- $36,910
- Middle half of earners
- $31,820 to $45,620
- Projected change, 2024 to 2034
- -6.7%
Employment and wages: BLS Occupational Employment and Wage Statistics, May 2025, national. Projection: BLS Employment Projections 2024 to 2034.
Adjacent roles
The occupations that reuse the most of this role's skills, with the usual time to move. These are the first places to look when you plan to redeploy or retrain people in this role.
- Library Technicians 78% skill overlap, about 8 months to move Exposure66
- Librarians and Media Collections Specialists 71% skill overlap, about 11 months to move Exposure46
- Office Clerks, General 64% skill overlap, about 13 months to move Exposure53
- File Clerks 63% skill overlap, about 13 months to move Exposure69
- Court, Municipal, and License Clerks 60% skill overlap, about 14 months to move Exposure65
Skill overlap and transition time from the JobRoute role adjacency graph on O*NET 30.3 skills.
Questions about Library Assistants, Clerical and AI
Will AI replace Library Assistants, Clerical?
AI already handles 4 of the 32 tasks O*NET lists for this occupation, at a task exposure of 60 or more, and the role's importance-weighted exposure is 37 out of 100. JobRoute scores tasks, not whole jobs, so the score shows how much of the work changes rather than whether the job disappears. BLS projects employment to change by -6.7% from 2024 to 2034.
What is the AI exposure of Library Assistants, Clerical?
37 out of 100 on JobRoute's task exposure measure, the importance-weighted average of the role's O*NET task scores. Higher means more of the work is AI-doable today. 1 of the 32 task scores are observed in the Anthropic Economic Index (June 2026 release), and the other 31 are estimated from each task's O*NET work activity.
Which Library Assistants, Clerical tasks can AI already do?
The tasks with the highest exposure are: Sort books, publications, and other items according to established procedure and return them to shelves, files, or other designated storage areas; Perform clerical activities, such as answering phones, sorting mail, filing, typing, word processing, and photocopying and mailing out material; Maintain library equipment, such as photocopiers, scanners, and computers, and instruct patrons in proper use of such equipment. They are three of the 4 tasks that reach 60 or more.
What AI model tier does this role need?
A standard-tier model or lower covers 94% of the role's importance-weighted task work. JobRoute assigns each task the lowest tier that can do it under a published rubric and recommends the lowest tier that covers 80% of the work AI can address.
How many people work as Library Assistants, Clerical, and what do they earn?
85,520 people in the United States, with a median annual wage of $36,910 (BLS Occupational Employment and Wage Statistics, May 2025). BLS Employment Projections expect a change of -6.7% from 2024 to 2034.
How to cite
Data version 2026-11-02, JobRoute method v1.0.0. Download all occupations or this occupation as JSON. Methodology.
JobRoute (2026). AI exposure: Library Assistants, Clerical. Data version 2026-11-02, method v1.0.0. Built on O*NET 30.3, BLS OEWS May 2025 and the Anthropic Economic Index (June 2026). CC BY 4.0. https://www.jobroute.ai/jobs/library-assistants-clerical
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