139 lines
4.6 KiB
Markdown
139 lines
4.6 KiB
Markdown
# Market evidence report — librarian
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Source: **59 real job ads** (JSearch API, countries: us 59), extracted into the MSSQL evidence store; as of 2026-07-15.
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This report contains extracted, aggregated facts only — no ad text is
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reproduced (copyright / platform terms).
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## Seniority distribution
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| Seniority | Ads | Share |
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|---|---|---|
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| mid | 33 | 56 % |
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| n/a | 13 | 22 % |
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| junior | 8 | 14 % |
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| senior | 3 | 5 % |
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| lead | 2 | 3 % |
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## Tools — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | Microsoft Office | 6 | 10 % |
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## Hard skills — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | collection development | 10 | 17 % |
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| 2 | cataloging | 9 | 15 % |
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| 3 | customer service | 7 | 12 % |
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| 4 | instructional design | 6 | 10 % |
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| 5 | reference assistance | 6 | 10 % |
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| 6 | reference services | 6 | 10 % |
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| 7 | information literacy instruction | 5 | 8 % |
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| 8 | budget management | 4 | 7 % |
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| 9 | collection management | 4 | 7 % |
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| 10 | data analysis | 4 | 7 % |
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| 11 | library collection maintenance | 4 | 7 % |
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| 12 | metadata creation | 4 | 7 % |
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| 13 | problem solving | 4 | 7 % |
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| 14 | program planning | 4 | 7 % |
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| 15 | research assistance | 4 | 7 % |
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| 16 | curriculum development | 3 | 5 % |
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| 17 | project management | 3 | 5 % |
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| 18 | record keeping | 3 | 5 % |
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| 19 | record maintenance | 3 | 5 % |
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## Methods — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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## Responsibilities — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | collection maintenance | 6 | 10 % |
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| 2 | patron assistance | 5 | 8 % |
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| 3 | report preparation | 4 | 7 % |
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| 4 | community engagement | 3 | 5 % |
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| 5 | instruction delivery | 3 | 5 % |
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| 6 | staff training | 3 | 5 % |
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## Regional breakdown
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> **Corpus note:** 59 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
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### US (us)
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59 ads.
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**Top hard skills:**
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- collection development — 17 % (10 ads)
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- cataloging — 15 % (9 ads)
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- customer service — 12 % (7 ads)
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- instructional design — 10 % (6 ads)
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- reference assistance — 10 % (6 ads)
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- reference services — 10 % (6 ads)
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- information literacy instruction — 8 % (5 ads)
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- budget management — 7 % (4 ads)
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- collection management — 7 % (4 ads)
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- data analysis — 7 % (4 ads)
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**Top tools:**
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- Microsoft Office — 10 % (6 ads)
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- ArchivesSpace — 3 % (2 ads)
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- EndNote — 3 % (2 ads)
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- Ex Libris Alma — 3 % (2 ads)
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- Ex Libris ALMA/Primo — 3 % (2 ads)
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- integrated library system — 3 % (2 ads)
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- integrated library system (ILS) — 3 % (2 ads)
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- learning management system — 3 % (2 ads)
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- Microsoft Excel — 3 % (2 ads)
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- Microsoft Word — 3 % (2 ads)
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**Seniority:** mid 56 % · n/a 22 % · junior 14 % · senior 5 % · lead 3 %
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### UK (gb)
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**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
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### EU/DACH (de, at, ch, nl)
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**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
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## Job title variants in the market
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| Title | Ads |
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|---|---|
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| Librarian | 4 |
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| Library Assistant | 3 |
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| Reference & Instruction Librarian | 3 |
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| Cataloging Librarian | 2 |
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| (.6) Library Media Assistant (Part-time) (2026 - 2027 SY) | 1 |
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| 2026-27 Librarian (K through 8th Grade) | 1 |
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| Acquisition Librarian | 1 |
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| Administrative Law Research Librarian – Policy & Reference | 1 |
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| Biomedical Reference Librarian | 1 |
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| Children & Teen Librarian | Programs & Outreach | 1 |
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| CHILDREN'S AND TEEN LIBRARIAN | 1 |
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| Community Library Assistant - Part-Time (Evenings/Weekends) | 1 |
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| Consortial Systems Librarian | 1 |
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| Digital Curation Librarian | 1 |
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| Digital Services Librarian | 1 |
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| Electronic Resources Librarian: AI Tools & Access | 1 |
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| Elementary Library Assistant: Welcome, Shelve & Help Readers | 1 |
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| Evening Reference Librarian | 1 |
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| Exciting Opportunity: Library Assistant – Alexandria VA | 1 |
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| Hybrid Reference & Research Librarian | 1 |
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| Librarian - Adult 37.5 | 1 |
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| Librarian - Assistant Director of Access Services | 1 |
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| Librarian (Computer Science and Artificial Intelligence) (Vacancy#:VAR003326) | 1 |
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| Librarian (Systems): Lead Library Platform & Global Access | 1 |
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| Librarian I (Adult-Teen Services- Full-Time), Grade 21 | 1 |
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Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.
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