{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/librarians-and-media-collections-specialists/", "methodology": "https://cookedindex.com/methodology", "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.", "scored_at": "2026-08-11", "model": "claude-opus-5", "occupation": { "title": "Librarians and Media Collections Specialists", "soc_code": "25-4022", "category": "Education", "us_employment": 133790, "median_annual_wage": 68270 }, "verdict": "EXPOSED", "risk_resistance": 42, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 8, "embodiment": 8, "liability_shield": 5, "trust_premium": 12, "judgment_accountability": 9 }, "reasoning": { "task_resistance": "An 8 reflects the split inside a single workday: OPAC search, copy cataloging against OCLC records, ILL request routing, and database-of-record reference answers are already largely machine work, while storytime, a bibliographic instruction session for a freshman comp class, and a reconsideration hearing over a challenged title still need a person in the room — that mix is why it sits at 8 rather than the 4 a pure cataloging post would get.", "embodiment": "An 8 covers the shelving-adjacent reality — weeding the stacks by hand, processing and repairing physical items, hauling AV carts and setting up program space, staffing a service desk in a building open to whoever walks in — without reaching the 13+ band, because none of it happens outdoors, on scaffolding, or in an environment you cannot control.", "liability_shield": "The MLS and, for school librarians, state teaching certification gate who gets hired, but nothing you sign carries personal legal exposure: a bad subject heading, an over-ordered database, or a collection decision is answered to a director, board, or principal, not a licensing body that can strip your credential — hence 5, the certification-preferred floor rather than a licensed-professional score.", "trust_premium": "12 recognizes that regular patrons return for you specifically — the reference interview where someone finally admits what they are actually researching, the teacher who plans a unit with you, the parent whose kid learned to sit through a book at your storytime — but most transactions are with strangers who would take the same answer from a self-checkout or a chatbot, keeping this below the relationship-is-the-product band.", "judgment_accountability": "9 is set by genuine discretion with a backstop: you decide what to buy, what to weed, how to handle a patron privacy request or a minor asking about something sensitive, and how to defend a title under challenge — but selection policies, ALA guidance, and board approval frame those calls, and the consequences of getting them wrong land on the institution rather than on you personally." }, "rationale": "The information-retrieval core of the job — answering reference questions, building search strategies, cataloging and metadata assignment, compiling bibliographies, writing readers' advisory lists — is exactly what language models do cheaply, and vendor-supplied MARC records already stripped much of the cataloging tier. What persists is the physical, community-facing library: running children's storytime and teen programs, teaching information literacy to students who don't know what they don't know, managing budgets and collection challenges, and being the trusted adult in a public building. Most librarians hold an MLS and school librarians need state teaching certification, but that's a hiring gate, not a liability shield, so headcount tracks municipal and campus budgets more than technology.", "outlook": "Reference and cataloging roles keep consolidating into fewer positions while programming, instruction, and community-services librarians hold steady — the occupation shrinks modestly and shifts decisively toward in-person work.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State statutes that make a named certified librarian the legally designated decision-maker in materials-challenge and 'harmful to minors' review — Arkansas Act 372 (2023) and Iowa SF 496 attach personal exposure to a specific employee, and several states pair this with a mandated formal reconsideration process only a certified librarian may run. Perverse but real: it makes the role legally non-delegable to a district administrator or a vendor tool.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "liability_shield", "change": "Enforcement of state mandates requiring a certified school librarian per building or per enrollment threshold (existing in a handful of states; recurring bills in Pennsylvania, Washington, Michigan). Where the mandate carries accreditation or funding consequences, headcount stops tracking discretionary budget.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "liability_shield", "change": "Library-records confidentiality statutes (48 states) extended by AG opinion or amendment to cover queries submitted to third-party AI reference tools, requiring a named librarian to certify the vendor pipeline. Turns patron-privacy compliance into a signed human duty.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "judgment_accountability", "change": "Formal role in institutional AI/misinformation policy: campus and district adoption of information-literacy requirements that name the librarian as the reviewer of AI-generated citations and source provenance (already appearing in ACRL Framework implementations and in nursing/law school accreditation research-competency standards).", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Records-retention and public-records obligations shifting to library and archives staff as agencies digitize — a named archivist/librarian signing appraisal and disposition decisions with legal consequence, as under state records-management acts and NARA-modeled schedules.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "task_resistance", "change": "Task-mix shift: routine reference, bibliography compilation and copy cataloging fully absorbed, leaving instruction, archival appraisal, licensing/consortial negotiation, and adversarial-context research (litigation, FOIA, provenance disputes) — genuinely a two-tier occupation, but the judgment tier employs far fewer people than the current headcount.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "trust_premium", "change": "Paid demand specifically for human-verified sourcing where fabricated citations carry cost — court-rule sanctions for AI-hallucinated authority (Rule 11 orders in Mata v. Avianca and successors) driving law-firm and expert-witness research spend toward credentialed information professionals.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "trust_premium", "change": "Continued parental and community willingness to fund in-person youth programming — storytime, teen spaces, supervised after-school presence — as a childcare-adjacent good rather than an information service. Visible in library levy passage rates and in program attendance holding while reference transactions collapse.", "plausibility": "already happening", "would_add": 2 } ], "ceiling_note": "Every upward lever here is institutional, and none of them protects the median position: liability and judgment gains concentrate in school librarians under challenge-law regimes and in archival/special-collections roles, while the large public-library reference tier has no route back. The binding constraint is municipal and campus budget, not capability — a mandate that raises liability_shield without funding it produces fewer, more exposed librarians rather than more of them." }, "adjudication": null, "employment_history": { "points": [ { "y": 2019, "emp": 135690, "wage": 59500 }, { "y": 2020, "emp": 135070, "wage": 60820 }, { "y": 2021, "emp": 127790, "wage": 61190 }, { "y": 2022, "emp": 131680, "wage": 61660 }, { "y": 2023, "emp": 133760, "wage": 64370 }, { "y": 2024, "emp": 131830, "wage": 64320 }, { "y": 2025, "emp": 133790, "wage": 68270 } ], "from": 2019, "to": 2025, "change_pct": -1.4, "comparable_from": 2019, "spans_soc_revision": false }, "pivots": [ { "slug": "family-and-consumer-sciences-teachers-postsecondary", "title": "Family and Consumer Sciences Teachers, Postsecondary", "verdict": "EXPOSED", "risk_resistance": 53, "median_wage": 75870, "overlap": 64, "skills_to_close": [ "Science", "Learning Strategies", "Instructing", "Systems Analysis" ] }, { "slug": "secondary-school-teachers-except-special-and-career-technical-education", "title": "Secondary School Teachers, Except Special and Career/Technical Education", "verdict": "SAFE", "risk_resistance": 69, "median_wage": 72040, "overlap": 62, "skills_to_close": [ "Learning Strategies", "Instructing", "Science", "Coordination" ] }, { "slug": "elementary-school-teachers-except-special-education", "title": "Elementary School Teachers, Except Special Education", "verdict": "SAFE", "risk_resistance": 72, "median_wage": 63970, "overlap": 58, "skills_to_close": [ "Learning Strategies", "Instructing", "Coordination", "Science" ] } ], "license": "https://cookedindex.com/terms" }