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AI Job Risk

Occupation baseline · Research consensus

Will AI replace Library Assistants, Clerical?

Transitioning

Baseline AI displacement risk for Library Assistants, Clerical, aggregated from 6 research sources.

What this score means

Library Assistants, Clerical sits in the middle of the exposure range for Administration. Routine parts of the job are starting to automate, but much of it still depends on judgment, relationships, and context that today's models handle poorly. At 44 out of 100 it scores 8 points below the Administration average of 52. Across the 6 sources behind this baseline, individual estimates run from 31 to 54, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Library Assistants, Clerical, most central first, showing 12 of 32.

  • 01Sort books, publications, and other items according to established procedure and return them to shelves, files, or other designated storage areas.
  • 02Open and close library during specified hours and secure library equipment, such as computers and audio-visual equipment.
  • 03Locate library materials for patrons, including books, periodicals, tape cassettes, Braille volumes, and pictures.
  • 04Enter and update patrons' records on computers.
  • 05Answer routine inquiries and refer patrons in need of professional assistance to librarians.
  • 06Manage reserve materials by placing items on reserve for library patrons, checking items in and out of library, and removing out-of-date items.
  • 07Lend, reserve, and collect books, periodicals, videotapes, and other materials at circulation desks and process materials for inter-library loans.
  • 08Instruct patrons on how to use reference sources, card catalogs, and automated information systems.
  • 09Inspect returned books for condition and due-date status and compute any applicable fines.
  • 10Maintain records of items received, stored, issued, and returned and file catalog cards according to system used.
  • 11Perform clerical activities, such as answering phones, sorting mail, filing, typing, word processing, and photocopying and mailing out material.
  • 12Register new patrons and issue borrower identification cards that permit patrons to borrow books and other materials.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 6 research sources that scored Library Assistants, Clerical for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

Common questions

How likely is AI to replace Library Assistants, Clerical?
Published research puts Library Assistants, Clerical at 44 out of 100 for AI displacement risk, in the transitioning band. The number is a weighted consensus of 6 research sources and describes the typical version of the role, not any individual.
Do researchers agree on the risk for Library Assistants, Clerical?
Only partly. Individual estimates for Library Assistants, Clerical run from 31 to 54 out of 100 across the 6 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
Which administration roles face similar AI exposure?
The closest published administration roles to Library Assistants, Clerical by score are Communications Equipment Operators, All Other (45/100), Cargo and Freight Agents (42/100), and Gambling Cage Workers (47/100). Each has its own page with the research behind its number.

Also covers

Access Services Assistant · Acquisitions Assistant · Administrative Library Assistant · Book Sorter · Bookmobile Driver · Braille and Talking Books Clerk · Catalog Library Assistant · Cataloging Assistant and related titles

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Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.