Librarian

Most exposed tasks

Highest structured exposure values in this role’s task mix — the work AI systems can already do most of.

• Keep up-to-date records of circulation and materials, maintain inventory, and correct cataloging errors.72
• Code, classify, and catalog books, publications, films, audio-visual aids, and other library materials, based on subject matter or standard library classification systems.72
• Catalog and manage collections66

Augmentable tasks

Work where AI assists rather than replaces — the productivity frontier of this role.

• Check books in and out of the library.50
• Search standard reference materials, including online sources and the Internet, to answer patrons' reference questions.50
• Supervise daily library operations, budgeting, planning, and personnel activities, such as hiring, training, scheduling, and performance evaluations.50

Most durable tasks

Lowest exposure — typically judgment, relationships, physical presence, or accountability. This is the human moat.

• Curate and advise28
• Run programs and instruction30

Task exposure values and classifications come from the versioned data release — they are structured data, not model output. Bars show exposure contribution relative to this role’s task mix.

What this means

A score of 53 puts Librarian in the third quartile of analyzed occupations. In practice, exposure this high is about the mix: 9 of 20 analyzed tasks lean automatable, 9 augmentable, and 2 durable. The useful question isn’t “will AI take this job” — it’s which tasks go first, which get faster, and where to reposition time. That’s what the personalized report maps against your actual week.

One next move: audit how much of your week sits in the exposed tasks above — then shift time toward the durable set or investigate the adjacent roles below.

Lower-exposure adjacent roles

Shown only when the target is at least 10 points lower under the same score version and skill overlap is at least 50%. These are adjacent roles with lower task exposure — not guaranteed “safe careers”.

Labor-market context

• $61,000median wage
• +3.0%projected growth

Context only — labor statistics are not inputs to the exposure score. See methodology.

Related roles

Adjacent by skills or family — no exposure claim implied.

• Content Strategist 48
• Library Technicians 71
• Library Assistants, Clerical 81
• Library Science Teachers, Postsecondary 36
• Archivists 63
• Instructional Coordinators 33

FAQ — Librarian

What does a score of 53 mean for a Librarian?

It means that, weighted across the 20 tasks we analyzed for this role, the task mix sits at 53 on a 0–100 exposure scale — in the third quartile of analyzed occupations. It measures task exposure to current and near-term AI capabilities, not the probability of losing a job.

Which tasks in this role are most exposed to AI?

The highest-exposure tasks are: Keep up-to-date records of circulation and materials, maintain inventory, and correct cataloging errors; Code, classify, and catalog books, publications, films, audio-visual aids, and other library materials, based on subject matter or standard library classification systems; Catalog and manage collections. Exposure is scored per task from structured data, not generated by a language model.

Which parts of this job are most durable?

The most durable responsibilities are: Curate and advise; Run programs and instruction. Durable tasks typically depend on judgment, relationships, physical presence, or accountability.

Is this score personalized to me?

No — this page shows the occupation-level baseline. Two people with the same title often do different work. The $9 personalized report recalculates the score from the tasks you actually do and builds a concrete 7/30/90-day plan around them.