Files
skillfactor-pipeline/data/gated/big-data-archive-librarian.jsonl
skillfactor-pipeline 6b3b2abe4f feat(knowledge): competence layer complete - 589 files across 9 professions
73 stackexchange-grounded, 516 model-knowledge (ESCO-seeded gemma3),
0 review_needed (calibration caveat documented). Adapters rebuilt with
the full competence sets; final REPORT numbers; all verify checks pass.
Known gap: engineering-manager lacks an ESCO package counterpart.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01PDKeXvpT6tENSvyQGLV1Uq
2026-07-10 06:13:31 +02:00

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{"job_id": "0G58sOoaMv3T2y0CAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title 'Digital Systems Archivist' is a direct synonym of 'digital archivists', which is listed as an also known as for big data archive librarian. The opening confirms this by mentioning the need to support digital archiving at CMH.", "title": "Digital Systems Archivist"}
{"job_id": "tdSdQ3nMRXuEJvBHAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Digital Archivist' which is listed as an also known name for big data archive librarian. The description focuses on managing and preserving digital records, aligning directly with the ESCO definition of classifying, cataloging, and maintaining libraries of digital medi", "title": "Digital Archivist (University Archives)"}
{"job_id": "1WqhKmEl08NvDjHwAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Digital Archivist', which is a direct synonym of 'big data archive librarian' as listed in the provided definitions. The opening describes responsibilities aligning with archiving and preservation, further supporting relevance.", "title": "Digital Archivist"}
{"job_id": "yWU02USU73vjm3lTAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Digital Archivist', which is a direct synonym of 'big data archive librarian' as per the provided definitions. While the opening and requirements are generic, the title establishes relevance.", "title": "Digital Archivist"}
{"job_id": "9gBVc_uhqgw3SCTfAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Digital Archivist', which is a direct synonym of 'big data archive librarian'/'digital documentation archivist'. The opening describes responsibilities aligning with archiving digital content - collecting, describing, preserving and providing access to information. This aligns d", "title": "Digital Archivist"}
{"job_id": "yBeHO9_BTuwguNZeAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Digital Archivist', which is a direct synonym of 'big data archive librarian' as per the provided definitions. The opening describes the company but doesn't contradict the archivist role.", "title": "Digital Archivist"}
{"job_id": "_uTa4jhD9VKXJpjsAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Digital Archivist', which is a direct synonym of 'big data archive librarian' as per the provided definitions. The opening describes responsibilities aligning with archiving and preservation, further supporting relevance.", "title": "Digital Archivist"}
{"job_id": "znEuSQ77DXq6Jf6rAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions 'Digital Processing Archivist' as a title, which is a direct synonym of 'digital archivists' (from the provided list) and aligns closely with the ESCO definition focusing on digital content management and archival processing. The description details responsibilities li", "title": "Assistant Librarian: Digital Processing Archivist"}
{"job_id": "EI0nfLw0q16aC_FEAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Digital Archivist Intern', which is a direct synonym of 'big data archive librarian' or 'digital documentation archivist'. The opening describes work directly related to archival preservation and management of digital materials.", "title": "Digital Archivist Intern"}
{"job_id": "jekLTjdXtizm4cIQAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Digital Archivist', which is a direct synonym of 'big data archive librarian' as per the provided definitions. While the opening and requirements are generic, the title establishes relevance.", "title": "Digital Archivist"}
{"job_id": "OicrJiznm3abqo36AAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a 'Lead Archivist' specifically focused on *music manuscript collections*. While archiving is involved, this is a specialized role within music librarianship, not big data or digital media archiving as defined in the ESCO definition. The focus isn't on classifying/cataloging large ", "title": "Lead Archivist"}
{"job_id": "Q5Hgjd5WJQ0NIdIaAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly describes archival work collections development, arrangement, preservation, documentation, description, cataloging which aligns directly with the ESCO definition of a big data archive librarian/archivist. The title 'Supervisory Archivist' is a seniority prefix to the core o", "title": "Supervisory Archivist."}
{"job_id": "pZ5Wc-kMVF8JaFLEAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad is for an 'Archivist' role at the Library of Congress, specifically focused on archival processing. This aligns directly with the ESCO definition of an archive librarian/digital documentation archivist, even though it mentions specific collections (Isaac Stern Papers). The description det", "title": "Archivist - Library"}
{"job_id": "l71A7MCJoj6jIpEhAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on traditional archival processing (arrangement, rehousing, labeling) of physical materials like manuscripts and photographs. While it mentions 'archival collections', the description does not indicate any work with *digital* media or 'big data' as defined in the ESCO definition. ", "title": "Archives Technician"}
{"job_id": "CkYr4F8yZLn3y5mCAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a 'Historian', which is distinct from any of the target occupations (big data archive librarian, digital documentation archivist, etc.). While the historian role involves organizing institutional memory, this does not equate to the specific tasks of classifying, cataloging, and mai", "title": "Historian (Vacancy#:VAR003385)"}
{"job_id": "ebKmH9P4UFLUoJSfAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad describes a traditional archivist role focused on physical or analog materials (history of agriculture), rather than digital media and big data as defined in the ESCO definition for 'big data archive librarian'. While it mentions archival processing, the context is not about managing larg", "title": "Archivist"}
{"job_id": "RMzxMx4k_BTd-dMCAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad explicitly states it involves managing *physical* archives, despite the title including 'Metadata Librarian'. The description focuses on physical handling of materials ('lift boxes') and doesn't emphasize the digital data management core to a big data archive librarian role. While metadat", "title": "Archival Metadata Librarian — Physical Archives"}
{"job_id": "NDLrATf8KimG9x_bAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad describes a traditional archivist role focused on federal records management and disposition schedules. While it involves arranging and describing collections, it lacks the specific focus on *digital* media, metadata standards for digital content, or updating obsolete data/legacy systems ", "title": "Archivist"}
{"job_id": "ML4u_KGUCbfsXvaYAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a Library Technician, which is a different role than a Big Data Archive Librarian/Digital Archivist. While it involves metadata and digitization (related skills), the core function isn't archiving *big data* or maintaining digital media libraries as defined in the ESCO definition. ", "title": "Library Technician (Metadata and Digitization Support)"}
{"job_id": "m2hSdhkI9i69q78KAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a general Librarian/Cataloger role at the Library of Congress. While archiving *is* done in libraries, this advertisement does not specify any focus on 'big data', digital media, or legacy systems as defined in the ESCO definition. It's a standard library cataloging position and do", "title": "Librarian/Cataloger"}
{"job_id": "HyjgR0qmVG-42_NBAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions 'archival processing' and 'metadata development', which are core tasks of a big data archive librarian (or digital documentation archivist). The role focuses on organizing and maintaining collections, aligning directly with the ESCO definition. While the title is broad", "title": "Librarian/Cataloger"}
{"job_id": "Fus9oXZUsLGuu0UcAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on *physical* archive management, document consolidation, inventorying, and record moves. While metadata is mentioned in the title, the description's core duties are not about classifying, cataloguing, or maintaining *digital* media as defined by the target occupation (big data ar", "title": "Metadata Librarian"}
{"job_id": "8w8FYMfku0u_y6qbAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on a 'Relativity Archiving Analyst' role which is specific to the Relativity eDiscovery platform. While archiving is *part* of what a big data archive librarian does, this position is entirely centered around a single software tool and its use in legal discovery - not general digi", "title": "Relativity Archiving Specialist"}
{"job_id": "0ij9pHYVCRoDbJI9AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks an 'Archivist', which is a direct synonym of 'big data archive librarian' / 'archive librarian' / 'digital documentation archivist'. The description details archival work and responsibilities aligning with the ESCO definition.", "title": "Vacancy for Archivist at American Institute of Physics"}
{"job_id": "oMSJ94OZZdgb7yzNAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions 'digital preservation' and processing 'legacy content for long term digital preservation', aligning directly with the ESCO definition of a big data archive librarian/digital archivist. The focus on evaluating metadata standards (implied in preservation work) and handli", "title": "National Transportation Library (NTL) Collection Analysis and Digital Preservation Fellow"}
{"job_id": "2-eRKzkRecQamec5AAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on *digitization* of photographs - creating digital copies. While digitization may be a task performed by a big data archive librarian, this role is specifically about the creation process, not the long-term classification, cataloging, maintenance and preservation of large digital", "title": "Digitization Specialist"}
{"job_id": "LCSSIcJUEJoS9r8VAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on historical collections and general library science/archival processing, rather than specifically 'big data' or digital preservation at scale as defined in the ESCO definition. While it mentions digital collections management, this is within a broader historical context, not foc", "title": "Digital Products Librarian"}
{"job_id": "4iU3SPlNZk-8sd7CAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job title includes \"Archives Librarian\", which is a direct synonym of \"big data archive librarian\" / \"archive librarian\". The opening confirms this focus.", "title": "Head of Special Collections & Archives Librarian II at Bowie State University Bowie, MD"}
{"job_id": "QcrDqZSyunt2W-UnAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a general 'Library and Archives Graduate Intern' position at an art museum. While it involves library/archive work, the description focuses on curatorial tasks within an art museum context, not specifically on classifying, cataloging, and maintaining *big data* or digital media as ", "title": "Library and Archives Graduate Intern (38253)"}
{"job_id": "bwAbCHYciE9jzcGmAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks an 'Archivist' which is a direct synonym of 'archive librarian', and the description details archival work including building digital collections and ensuring proper archival practices - aligning with the ESCO definition of classifying, cataloging, and maintaining librari", "title": "Archives Librarian: Research Access & Preservation"}
{"job_id": "Knmmb8Dka1sEM6ZkAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on a general librarian role with reference and teaching duties. While it mentions 'managing archives', this is one aspect of the broader role, not the primary function of a big data archive librarian. The core responsibilities described do not align with classifying, cataloging, a", "title": "Senior Librarian, Reference & Archives - Faculty (Remote)"}
{"job_id": "nFzx4gJas94xy77aAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad title and opening focus on general library services and student success, not specifically big data archiving or digital preservation. While an archive component exists, it's blended with broader librarian duties and doesn't appear to be the primary function. The role is a generalist libra", "title": "Archives & Student Success Librarian"}
{"job_id": "HKqOrBa3zdZ6yfWFAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a University Archivist, which while related to archiving, focuses on university records rather than 'big data' or digital media specifically as defined in the ESCO definition. The description emphasizes historical records and institutional memory, not the classification, cataloging", "title": "University Archivist"}
{"job_id": "XgP-0xE6GG24TkNAAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job title includes \"Archives Librarian\" which is a direct synonym of \"big data archive librarian\". The description focuses on maintaining an archival collection, aligning with the ESCO definition's core duties.", "title": "Head of Special Collections and Archives Librarian II - Thurgood Marshall Library at Bowie State University Bowie, MD"}
{"job_id": "30F5UP-jipiUdfKIAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a general archivist role within a university library. While digital archiving *might* be part of the duties, the title and description do not focus on 'big data' or specifically maintaining large-scale digital media archives as defined in the ESCO definition. It's an archive librar", "title": "Archivist/University Archivist; Assistant Librarian or Associate Librarian"}
{"job_id": "vrP1oWH8wJ1QwdUWAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a University Archivist which, while related to archiving, focuses on institutional records rather than 'big data' or digital media as defined in the ESCO definition. The description emphasizes historical documentation and preservation of university life, not the classification, cat", "title": "Univeristy Archivist - West Virginia & Regional History Center, WVU Libraries"}
{"job_id": "tB0mzASLfGt4K6rCAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on 'Special Collections Archivist & Cataloger', which is a broader archival role but doesn't specifically emphasize big data or digital media archiving as defined in the ESCO definition. While cataloging is mentioned, the primary focus appears to be traditional special collections", "title": "Special Collections Archivist & Cataloger - Part-Time"}
{"job_id": "ojxLSPWkStWizSSEAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on general library work (cataloging, collections management, research support) within a municipal setting, specifically as a Public Records Officer. While archiving is mentioned in the title, the description doesn't emphasize the 'big data' or digital preservation aspects central ", "title": "Public Records Librarian & Archives Specialist"}
{"job_id": "DVJn4zxyTonXZ4-yAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on research assistance, teaching, and general archives management. While it mentions 'manage archives', the primary emphasis is on instruction and research support—a librarian role, but not specifically a big data archive/digital documentation archivist. The title itself ('Researc", "title": "Research & Instruction Librarian — Archives & Teaching Lead"}
{"job_id": "i64uWCiDHW0St3FEAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on general reference services and archival processing for a university archive. While it mentions 'archival accessioning techniques', the primary duties are broader than classifying, cataloguing, and maintaining *big data* or digital media as defined in the ESCO definition. The ro", "title": "Reference and Archives Librarian"}
{"job_id": "hCbQjjitvfOJBDWTAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on research support services and access tools, rather than classifying, cataloging, and maintaining digital media or dealing with metadata standards and legacy systems as defined in the ESCO definition of a big data archive librarian. The core responsibilities described are those ", "title": "Associate Archivist - Scholarly & Research Technologies - Hybrid"}
{"job_id": "jMZwbL9c1-osUo_zAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a general 'Archivist' role focused on Freemasonry artifacts. While archiving is involved, the description doesn't mention big data, digital media, metadata standards, or legacy systems all core components of a 'big data archive librarian'. It focuses on physical and historical ar", "title": "Archivist"}
{"job_id": "4_DnSb-9tWDcsK6tAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for an 'Archives & Special Collections Lead', which focuses on historical collections and digitization generally. While archives are involved, the role isn't specifically about *big data* archiving or maintaining libraries of digital media as defined in the ESCO definition. Its a broa", "title": "Archives & Special Collections Lead - Associate Librarian"}
{"job_id": "IsYDtxps9pUzm0ikAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on general reference and archival services, including instruction and collection processing. While it mentions 'archival accessioning techniques', this is a component of many archiving roles, not specifically big data archiving. The description does not mention the handling of 'bi", "title": "Reference and Archives Librarian"}
{"job_id": "lgW8cM0R8EIbQkSwAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions \"digital stewardship\" which is a key component of big data archiving/digital documentation archiving as defined in ESCO. The description focuses on arranging and maintaining archival materials (including digital), aligning closely with the core responsibilities of the ", "title": "Archives Processing & Digital Stewardship Specialist"}
{"job_id": "XS7pjxKEyUYZw4-1AAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a Deputy State Librarian & Chief of Collections and Archives - a leadership/management role overseeing an entire library, not specifically focused on big data archiving or digital preservation as its primary function. While archives are *part* of the scope, the position isn't defin", "title": "Deputy State Librarian & Chief of Collections and Archives - Library of Virginia, Richmond, VA"}
{"job_id": "M8b-37XL00c9FxYcAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad title is 'Collections Manager & Archivist'. While it *includes* 'Archivist', the primary focus appears to be on collections management, not specifically big data archiving or digital documentation as defined in the ESCO definition. The opening text provides no further information to sugge", "title": "Collections Manager & Archivist"}
{"job_id": "GN5wYf1mUlmJjQktAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on music and audiovisual archiving, which is a *specialization* within archives but not equivalent to big data archive librarian/digital documentation archivist. While digital materials are mentioned, the core function is managing musical content, not general 'big data' or digital", "title": "Music & Audiovisual Archivist"}
{"job_id": "TVoNawgpRbY2j6oDAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a Museum Archivist, which focuses on museum collections and art history. While archiving principles may be *used*, this is not big data or digital media archiving as defined by the ESCO definition. The opening emphasizes artistic and cultural context, not the technical aspects of m", "title": "Museum Archivist"}
{"job_id": "KIQdehMSYGoLEd-_AAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is extremely generic and focuses on company culture. It does not mention any archival work or big data, and simply stating 'Archivist' as a title isn't enough to establish relevance without details about the role's responsibilities.", "title": "Archivist"}
{"job_id": "v6Pg-VfHSP7pXXvDAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on general archival management and reference services within a university setting. While it involves 'archival materials,' it doesn't emphasize the specific skills of classifying, cataloging, and maintaining *digital media* or dealing with metadata standards for *big data*, which ", "title": "Archival Reference & Records Librarian"}
{"job_id": "KbWdtEowW5gH4RZjAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Digital Archivist\" which is listed as an also known name for 'big data archive librarian'. The description focuses on accessioning, preservation and management of digital archives - core tasks of the target occupation.", "title": "Digital Archivist: Born-Digital Preservation & Web Archives"}
{"job_id": "QiEr3DNBsypojbs9AAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for an internship focused on *digitization*, which is a task that might be performed *by* a big data archive librarian but isn't the role itself. The opening describes the organization and its mission, not archival work.", "title": "Intern, Archival Digitization"}
{"job_id": "RdQYGBtbR6gEC6VtAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Digital Archivist (Librarian)', which is listed as an also known name for 'big data archive librarian' in the provided definitions. The description details responsibilities directly aligned with managing and preserving digital collections - core functions of the target", "title": "Digital Archivist (Librarian) at MSCCN Norfolk, VA"}
{"job_id": "4UD3PtEykzCtd2xSAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions 'digital archival stewardship' and focuses on arranging and describing archival collections - core responsibilities of a big data archive librarian/digital archivist as defined in the ESCO definition. The title 'Archives Processing Specialist' is close enough to 'archi", "title": "Archives Processing Specialist - Libraries"}
{"job_id": "teDljt8AdyV0cqHHAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Digital Archivist\" which is listed as an also known name for 'big data archive librarian'. The description details archival work (digitizing, cataloging) aligning with the ESCO definition.", "title": "Digital Archivist & Metadata Specialist (Part-Time)"}
{"job_id": "yoPvtun33XwLW4gdAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad describes an archivist working within a legal context (FOIA & Privacy Act), focusing on access and litigation support. While it mentions 'archival functions', these are framed around legal requests rather than the classification, cataloging, maintenance, and metadata standards management ", "title": "ARCHIVIST"}
{"job_id": "Bu3HtsnsGNfN29pnAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad describes a general archivist role focused on records management, conservation, and access—but doesn't specify *digital* or *big data* archiving. It lacks the key elements of classifying, cataloging, and maintaining libraries of digital media as defined in the ESCO definition. While it is", "title": "Archivist"}
{"job_id": "QwUvlCbfzUXu9dXEAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on general archival supervision within a large institution, but does not specify work with 'big data' or digital media in a way that aligns with the ESCO definition of a Big Data Archive Librarian. The opening describes a broad Smithsonian role and doesn't mention the specific ski", "title": "Supervisory Archivist"}
{"job_id": "H3iSZksXSjnEeF98AAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on supervisory and program management responsibilities within a national archives context. While archiving is mentioned, the role is about *directing* an archival program, not performing the core tasks of classifying, cataloguing, and maintaining digital media as defined for a big", "title": "Supervisory Archivist"}
{"job_id": "e0AFlxDKu9kL4ZRaAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad title 'Supervisory Archivist' is a general archivist role. The opening provides no information about big data or digital media archiving specifically. It does not indicate this position focuses on the classification, cataloging, and maintenance of *digital* libraries as defined in the ESC", "title": "Supervisory Archivist NF-04"}
{"job_id": "oWEcRru05U4IVjsVAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad describes a general archivist role focused on broad archival operations (accessioning, processing, describing records). While it involves maintaining holdings, it doesn't specifically mention *digital* media or *big data*, metadata standards for digital content, or updating obsolete *data", "title": "Archives Specialist"}
{"job_id": "qgUjj3jSCAR_CK-kAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a 'Gallery Archivist', which focuses on art gallery collections and operations. While it involves archival management, it's not focused on *big data* or digital media in the way defined by the ESCO definition (classifying, cataloging, maintaining libraries of digital media, metadat", "title": "Gallery Archivist"}