AI exposure: Library Technicians
Assist librarians by helping readers in the use of library catalogs, databases, and indexes to locate books and other materials; and by answering questions that require only brief consultation of standard reference. Compile records; sort and shelve books or other media; remove or repair damaged books or other media; register patrons; and check materials in and out of the circulation process. Replace materials in shelving area (stacks) or files. Includes bookmobile drivers who assist with providing services in mobile libraries.
Reading this score
computed40.8% of this occupation's weighted task load is exposed, which puts Library Technicians at the 72th percentile of 923 occupations. The capability is largely there. Its average task scores 2.4 out of 4 on what a current system can produce, and the frictions that hold other jobs in place are comparatively weak here.
No single friction dominates this occupation. The strongest is embodiment at 1.40 out of 3 and the weakest is accountability at 0.50, which is a narrow spread. Where nothing structural stands in the way, exposure tracks capability almost directly, and capability is the thing that changes every quarter.
The most exposed thing this job does is Conduct reference searches, at 93.3%. The least is Issue identification cards to borrowers, at 0.0%. A gap of 93.3% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within educational instruction and library occupations, this one is less exposed than the median of 42.4% across the group's 62 roles, with 36 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 31 tasks, 19 are currently banded exposed, 0 assisted and 12 untouched. For that distribution to shift materially would take capability alone, since there is little structural friction here to slow adoption once a system can do the work. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Task by task
31 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Conduct reference searches, using printed materials and in-house and online databases. | 93.3% | 6.7% | 0.0% | 3.58 | exposed |
| Organize and maintain periodicals and reference materials. | 86.7% | 13.3% | 0.0% | 3.45 | exposed |
| Answer routine telephone or in-person reference inquiries, referring patrons to librarians for further assistance, when necessary. | 80.0% | 20.0% | 0.0% | 4.27 | exposed |
| Compile bibliographies and prepare abstracts on subjects of interest to particular organizations or groups. | 80.0% | 20.0% | 0.0% | 2.50 | exposed |
| Enter and update patrons' records on computers. | 73.3% | 26.7% | 0.0% | 4.03 | exposed |
| Compile and maintain records relating to circulation, materials, and equipment. | 73.3% | 26.7% | 0.0% | 3.84 | exposed |
| Compile data and create statistical reports on library usage. | 73.3% | 26.7% | 0.0% | 3.47 | exposed |
| Design posters and special displays to promote use of library facilities or specific reading programs at libraries. | 73.3% | 26.7% | 0.0% | 3.39 | exposed |
| Review subject matter of materials to be classified and select classification numbers and headings according to classification systems. | 73.3% | 26.7% | 0.0% | 3.74 | exposed |
| Order all print and non-print library materials, checking prices, figuring costs, preparing order slips, and making payments. | 60.0% | 15.0% | 25.0% | 3.71 | exposed |
| Send out notices about lost or overdue books. | 60.0% | 15.0% | 25.0% | 3.66 | exposed |
| Plan and conduct children's programs, community outreach programs, and other specialized programs, such as library tours. | 55.0% | 20.0% | 25.0% | 3.54 | exposed |
| Compose explanatory summaries of contents of books and other reference materials. | 55.0% | 20.0% | 25.0% | 3.14 | exposed |
| Provide assistance to teachers and students by locating materials and helping to complete special projects. | 50.0% | 25.0% | 25.0% | 3.90 | exposed |
| Help patrons find and use library resources, such as reference materials, audio-visual equipment, computers, and other electronic resources and provide technical assistance when needed. | 45.0% | 30.0% | 25.0% | 4.18 | exposed |
| Catalogue and sort books and other print and non-print materials according to procedure and return them to shelves, files, or other designated storage areas. | 43.8% | 18.8% | 37.5% | 4.05 | exposed |
| Collect fines and respond to complaints about fines. | 37.5% | 25.0% | 37.5% | 3.69 | exposed |
| Claim missing issues of periodicals and journals. | 30.0% | 20.0% | 50.0% | 3.40 | exposed |
| Maintain and troubleshoot problems with library equipment, including computers, photocopiers, and audio-visual equipment. | 26.7% | 23.3% | 50.0% | 3.73 | exposed |
| Train other staff, volunteers, or student assistants and schedule and supervise their work. | 20.0% | 17.5% | 62.5% | 3.59 | untouched |
| Reserve, circulate, renew, and discharge books and other materials. | 16.7% | 8.3% | 75.0% | 4.32 | untouched |
| Process print and non-print library materials to prepare them for inclusion in library collections. | 16.7% | 8.3% | 75.0% | 4.12 | untouched |
| Process interlibrary loans for patrons. | 16.7% | 8.3% | 75.0% | 3.74 | untouched |
| Retrieve information from central databases for storage in a library's computer. | 16.7% | 8.3% | 75.0% | 3.63 | untouched |
| Verify bibliographical data for materials, including author, title, publisher, publication date, and edition. | 16.7% | 8.3% | 75.0% | 3.57 | untouched |
| Operate and maintain audio-visual equipment, such as projectors, tape recorders, and videocassette recorders. | 15.0% | 10.0% | 75.0% | 2.83 | untouched |
| Check for damaged library materials, such as books or audio-visual equipment, and provide replacements or make repairs. | 10.0% | 15.0% | 75.0% | 3.72 | untouched |
| Sort and deliver library mail and packages. | 10.0% | 2.5% | 87.5% | 3.05 | untouched |
| Take actions to halt disruption of library activities by problem patrons. | 6.7% | 18.3% | 75.0% | 3.79 | untouched |
| Deliver and retrieve items throughout the library by hand or using pushcart. | 0.0% | 0.0% | 100.0% | 4.16 | untouched |
| Issue identification cards to borrowers. | 0.0% | 0.0% | 100.0% | 3.99 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 2.35 | 0-4 |
| Embodiment | 1.40 | 0-3 |
| Presence | 0.73 | 0-3 |
| Accountability | 0.50 | 0-3 |
| Context | 1.37 | 0-3 |
| Verification cost | 0.73 | 0-3 |
What this means in practice
Where most of a role's weighted task load is exposed, the work that survives is usually the part of the job nobody wrote into the job description: deciding what should be produced rather than producing it, and being answerable for the result. The tasks lowest on this page are a better guide to where to spend your time than any general advice about the future of work.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.