@prefix edu: . @prefix dcterms: . @prefix skos: . @prefix rdfs: . @prefix schema: . # Generated by knobit-development/export_knobits.py from the register; do not edit. # Conforms to LCG-KNOBIT 0.1. Metamodel: bitbucket.org/reffa/ontology, metamodel/ a schema:Dataset ; dcterms:identifier "SCOPE-1" ; dcterms:title "Metadata management (DAMA-DMBOK2)"@en ; dcterms:description "Recognising defects in metadata deliverables - requirements and strategy, metamodel, business glossary, catalogue entries, column-level lineage and change impact analysis - so that metadata can answer its users' questions all the way to the end: the competence the metadata-management skill applies, and that skill-tests assesses."@en ; skos:note "domain: Data management, metadata management (DAMA-DMBOK2 chapter 12)"@en ; skos:note "level: CDMP Practitioner: the Metadata Management specialist exam (DAMA International)"@en ; skos:note "audience: Metadata managers, data stewards, catalogue curators, data architects, and AI models assessed by skill-tests"@en ; edu:graphRelevance ; edu:graphRelevance ; edu:graphRelevance ; schema:license ; dcterms:rights "Copyright 2026 Peep Küngas. Licensed under CC BY 4.0." ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-101" ; rdfs:label "Recognises a metadata use case with no metadata serving it"@en ; skos:prefLabel "Recognises a metadata use case with no metadata serving it"@en ; skos:altLabel "Use case with no metadata that serves it"@en ; skos:definition "A question whose `needs` is empty, so nothing in the catalogue could answer it."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "use case whose needed metadata is empty"@en ; edu:expectedResult "The use case and the metadata it needs"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: UC-004 \"Which columns hold personal data?\" `needs: []` Acceptable: `needs: [column, classification]`, classification from data-security"@en ; edu:assessmentMethod "Review of the stage 1 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 01-requirements-strategy, row 1 (DMBOK §2.2)"@en ; edu:appliesKnowledge ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-102" ; rdfs:label "Recognises metadata collected for no use case"@en ; skos:prefLabel "Recognises metadata collected for no use case"@en ; skos:altLabel "Metadata collected that no use case needs"@en ; skos:definition "A source providing metadata that appears in no use case's `needs`."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "metadata source providing what no use case needs"@en ; edu:expectedResult "The source, and whether to drop it or write the use case that needs it"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: MX-005 harvests query counts per column daily; no use case asks Acceptable: Dropped, or a use case that needs it (e.g. retire unused tables)"@en ; edu:assessmentMethod "Review of the stage 1 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 01-requirements-strategy, row 2 (DMBOK §2.1)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-103" ; rdfs:label "Recognises a needed metadata type with no source"@en ; skos:prefLabel "Recognises a needed metadata type with no source"@en ; skos:altLabel "Metadata type with no source"@en ; skos:definition "A need that no source provides."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "metadata need no source provides"@en ; edu:expectedResult "The need and a source to harvest, curate or infer it"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: UC-005 needs `load run` (operational); no MX provides it Acceptable: MX harvesting the scheduler's run log"@en ; edu:assessmentMethod "Review of the stage 1 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 01-requirements-strategy, row 3 (DMBOK §2.2)"@en ; edu:appliesKnowledge ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-104" ; rdfs:label "Recognises curated metadata with no curator"@en ; skos:prefLabel "Recognises curated metadata with no curator"@en ; skos:altLabel "Curated metadata with no curator"@en ; skos:definition "A `capture: curated` source with no curator, or a curator role with no current holder."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "curated metadata source without a current curator"@en ; edu:expectedResult "The source and the curator role with its current holder"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: MX-004 manual steps, `curator: null` Acceptable: Head of Treasury curates the workbook step"@en ; edu:assessmentMethod "Review of the stage 1 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 01-requirements-strategy, row 4 (11179-1 (stewardship); DMBOK)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-105" ; rdfs:label "Recognises a metadata freshness the capture method cannot meet"@en ; skos:prefLabel "Recognises a metadata freshness the capture method cannot meet"@en ; skos:altLabel "Freshness the capture method cannot meet"@en ; skos:definition "A required freshness faster than the method can deliver."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "freshness requirement faster than its capture method"@en ; edu:expectedResult "The gap and a capture method that meets the freshness"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: UC-001 needs lineage \"same day as a pipeline change\"; MX-002 is a quarterly manual wiki update while pipelines deploy daily Acceptable: Lineage harvested by SQL parsing on each deployment"@en ; edu:assessmentMethod "Review of the stage 1 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 01-requirements-strategy, row 5 (DMBOK §2.1)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-106" ; rdfs:label "Recognises a metadata use case with no user"@en ; skos:prefLabel "Recognises a metadata use case with no user"@en ; skos:altLabel "Use case with no user"@en ; skos:definition "A question nobody owns."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "use case nobody owns"@en ; edu:expectedResult "The role who will act on the answer"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: UC-005 `user: null` Acceptable: A named role who will act on the answer"@en ; edu:assessmentMethod "Review of the stage 1 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 01-requirements-strategy, row 6 (DMBOK §2.2)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-107" ; rdfs:label "Recognises inferred metadata published as approved"@en ; skos:prefLabel "Recognises inferred metadata published as approved"@en ; skos:altLabel "Inferred metadata published as fact"@en ; skos:definition "Inferred metadata entering the catalogue as approved with no confirmation step."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "inferred metadata with no confirmation step"@en ; edu:expectedResult "The source, publishing as proposed until a steward confirms"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: MX-006 links columns to terms by name similarity, `publish_as: approved` Acceptable: `publish_as: proposed` until the steward confirms"@en ; edu:assessmentMethod "Review of the stage 1 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 01-requirements-strategy, row 7 (11179-6 (registration status))"@en ; edu:appliesKnowledge ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-151" ; rdfs:label "Explains use-case-driven metadata requirements"@en ; skos:prefLabel "Explains use-case-driven metadata requirements"@en ; skos:definition "A metadata requirement as a question in its user's words, with the role who acts on the answer, a priority, the metadata it needs and how fresh that must be; also update frequency, history, access rights, integration and quality needs (DMBOK2 ch. 12 §2.2)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata use case"@en ; edu:expectedResult "A metadata requirement as a question in its user's words, with the role who acts on the answer, a priority, the metadata it needs and how fresh that must be; also update frequency, history, access rights, integration and quality needs (DMBOK2 ch. 12 §2.2)."@en ; edu:assessmentCriterion "Answers a written question on the metadata use case correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 1 reference and review checklist rest on"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-152" ; rdfs:label "Explains business, technical and operational metadata"@en ; skos:prefLabel "Explains business, technical and operational metadata"@en ; skos:definition "Metadata describes data, and whether something is data or metadata depends on its use. Business metadata: terms, definitions, owners, classifications; technical: tables, columns, views, jobs, lineage; operational: load runs, row counts, quality results, freshness (DMBOK2 ch. 12 §1.3.1-1.3.2)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "types of metadata"@en ; edu:expectedResult "Metadata describes data, and whether something is data or metadata depends on its use. Business metadata: terms, definitions, owners, classifications; technical: tables, columns, views, jobs, lineage; operational: load runs, row counts, quality results, freshness (DMBOK2 ch. 12 §1.3.1-1.3.2)."@en ; edu:assessmentCriterion "Answers a written question on the types of metadata correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 1 reference and review checklist rest on"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-153" ; rdfs:label "Explains metadata capture methods and the freshness each can keep"@en ; skos:prefLabel "Explains metadata capture methods and the freshness each can keep"@en ; skos:definition "Harvested metadata (scanners, SQL parsing, tool repositories) follows the pipeline schedule; curated metadata follows a person's calendar; inferred metadata (name matching, parsing guesses) is a proposal until a person confirms it."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata capture method"@en ; edu:expectedResult "Harvested metadata (scanners, SQL parsing, tool repositories) follows the pipeline schedule; curated metadata follows a person's calendar; inferred metadata (name matching, parsing guesses) is a proposal until a person confirms it."@en ; edu:assessmentCriterion "Answers a written question on the metadata capture method correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 1 reference and review checklist rest on"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-154" ; rdfs:label "Explains the roles of a metadata registry"@en ; skos:prefLabel "Explains the roles of a metadata registry"@en ; skos:definition "Submitter, steward, registration authority and user of registered items, and why curated content needs a role with a current holder (ISO/IEC 11179-1:2023)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata registry role"@en ; edu:expectedResult "Submitter, steward, registration authority and user of registered items, and why curated content needs a role with a current holder (ISO/IEC 11179-1:2023)."@en ; edu:assessmentCriterion "Answers a written question on the metadata registry role correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 1 reference and review checklist rest on"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-155" ; rdfs:label "Explains the registration status of metadata items"@en ; skos:prefLabel "Explains the registration status of metadata items"@en ; skos:definition "Statuses from candidate through recorded, qualified and standard to retired or superseded, and why an item nobody has confirmed is not published as approved (ISO/IEC 11179-6:2023)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "registration status"@en ; edu:expectedResult "Statuses from candidate through recorded, qualified and standard to retired or superseded, and why an item nobody has confirmed is not published as approved (ISO/IEC 11179-6:2023)."@en ; edu:assessmentCriterion "Answers a written question on the registration status correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 1 reference and review checklist rest on"@en ; edu:dependsOnKnobit ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-156" ; rdfs:label "Explains the scope of a metadata strategy"@en ; skos:prefLabel "Explains the scope of a metadata strategy"@en ; skos:definition "Metadata is collected only where a use case justifies its cost of capture and the staleness it brings; a strategy starts from users' questions, not from what a tool can harvest (DMBOK2 ch. 12 §2.1)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata strategy scope"@en ; edu:expectedResult "Metadata is collected only where a use case justifies its cost of capture and the staleness it brings; a strategy starts from users' questions, not from what a tool can harvest (DMBOK2 ch. 12 §2.1)."@en ; edu:assessmentCriterion "Answers a written question on the metadata strategy scope correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 1 reference and review checklist rest on"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-201" ; rdfs:label "Recognises two metamodel classes for one thing"@en ; skos:prefLabel "Recognises two metamodel classes for one thing"@en ; skos:altLabel "Two classes for one thing"@en ; skos:definition "Two classes realising the same metadata, populated from the same source."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "classes realising the same metadata from the same source"@en ; edu:expectedResult "One class, with the other name as an alias"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: MC-005 Column and MC-012 Field, both from the warehouse schema scan Acceptable: One class, \"field\" as an alias"@en ; edu:assessmentMethod "Review of the stage 2 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 02-metamodel, row 1 (11179-3 (one registered item per concept); DMBOK)"@en ; edu:appliesKnowledge ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-202" ; rdfs:label "Recognises a people-written metadata attribute with no owner"@en ; skos:prefLabel "Recognises a people-written metadata attribute with no owner"@en ; skos:altLabel "Element with no definition owner"@en ; skos:definition "A people-written attribute with no owner."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "curated metamodel attribute without a content owner"@en ; edu:expectedResult "The attribute and the role owning its content"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: MC-007 Report `description`, `owner: null` Acceptable: Owner: the report owner role"@en ; edu:assessmentMethod "Review of the stage 2 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 02-metamodel, row 2 (11179-3 (definition and its submitter/steward); DMBOK §2.4)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-203" ; rdfs:label "Recognises a metamodel relationship no source can populate"@en ; skos:prefLabel "Recognises a metamodel relationship no source can populate"@en ; skos:altLabel "Relationship that cannot be populated"@en ; skos:definition "A relationship with no populating source."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "relationship without a populating source"@en ; edu:expectedResult "The relationship and the source that would populate it"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: ML-004 report uses column, `populated_by: []` Acceptable: BI repository plus view resolution (MX-001)"@en ; edu:assessmentMethod "Review of the stage 2 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 02-metamodel, row 3 (DMBOK §2.4)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-204" ; rdfs:label "Recognises a glossary term class unable to hold the term unchanged"@en ; skos:prefLabel "Recognises a glossary term class unable to hold the term unchanged"@en ; skos:altLabel "Glossary term not holdable unchanged"@en ; skos:definition "The term class missing or renaming the glossary's `id`, `definition`, `steward` or trace links, or letting the catalogue rewrite them."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "term class missing or renaming glossary fields"@en ; edu:expectedResult "A term class holding id, definition, steward and trace links read-only"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: MC-001 holds `name` and `description` (owner: catalogue administrator); no trace links Acceptable: `id`, `definition` (owner: steward), `steward`, `trace_links`, read-only"@en ; edu:assessmentMethod "Review of the stage 2 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 02-metamodel, row 4 (data-modelling contract; 11179-3 (designation and definition))"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-205" ; rdfs:label "Recognises business meaning stored on a technical metadata class"@en ; skos:prefLabel "Recognises business meaning stored on a technical metadata class"@en ; skos:altLabel "Business meaning stored on the technical class"@en ; skos:definition "A column class carrying its own business definition instead of a link to a term."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "column class carrying its own business definition"@en ; edu:expectedResult "The link from the column class to the business term class"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: MC-005 Column has `business_definition`, curated in the catalogue Acceptable: MC-005 links to MC-001 (ML-001 column represents term)"@en ; edu:assessmentMethod "Review of the stage 2 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 02-metamodel, row 5 (11179-3 (data element represents a data element concept))"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-206" ; rdfs:label "Recognises a metamodel class serving no use case"@en ; skos:prefLabel "Recognises a metamodel class serving no use case"@en ; skos:altLabel "Class serving no use case"@en ; skos:definition "A class realising no stage 1 need."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "class realising no stage 1 need"@en ; edu:expectedResult "The class dropped, or the use case added in stage 1"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: MC-013 Column usage count Acceptable: Dropped, or a use case added in stage 1"@en ; edu:assessmentMethod "Review of the stage 2 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 02-metamodel, row 6 (DMBOK §2.1)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-251" ; rdfs:label "Explains metamodel layers, classes and relationships"@en ; skos:prefLabel "Explains metamodel layers, classes and relationships"@en ; skos:definition "A metamodel is a model of metadata: classes, attributes and relationships one level above the models they describe (OMG MOF layering of data, model, metamodel and meta-metamodel), its classes in the business, technical or operational layer (DMBOK2 ch. 12 §2.3.1)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metamodel"@en ; edu:expectedResult "A metamodel is a model of metadata: classes, attributes and relationships one level above the models they describe (OMG MOF layering of data, model, metamodel and meta-metamodel), its classes in the business, technical or operational layer (DMBOK2 ch. 12 §2.3.1)."@en ; edu:assessmentCriterion "Answers a written question on the metamodel correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 2 reference and review checklist rest on"@en ; edu:dependsOnKnobit ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-252" ; rdfs:label "Explains the ISO/IEC 11179-3 data element structure"@en ; skos:prefLabel "Explains the ISO/IEC 11179-3 data element structure"@en ; skos:definition "A data element joins a data element concept (an object class and a property: its meaning) with a value domain (its representation); a column represents a concept rather than carrying a meaning of its own (ISO/IEC 11179-3:2023)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "data element and data element concept"@en ; edu:expectedResult "A data element joins a data element concept (an object class and a property: its meaning) with a value domain (its representation); a column represents a concept rather than carrying a meaning of its own (ISO/IEC 11179-3:2023)."@en ; edu:assessmentCriterion "Answers a written question on the data element and data element concept correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 2 reference and review checklist rest on"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-253" ; rdfs:label "Explains the designation, definition and steward of a registered item"@en ; skos:prefLabel "Explains the designation, definition and steward of a registered item"@en ; skos:definition "One registered item per concept, with its designations (names and aliases) and a definition whose content a submitter or steward answers for (ISO/IEC 11179-3:2023)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "registered item"@en ; edu:expectedResult "One registered item per concept, with its designations (names and aliases) and a definition whose content a submitter or steward answers for (ISO/IEC 11179-3:2023)."@en ; edu:assessmentCriterion "Answers a written question on the registered item correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 2 reference and review checklist rest on"@en ; edu:dependsOnKnobit ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-254" ; rdfs:label "Explains the DCAT 3 catalogue vocabulary"@en ; skos:prefLabel "Explains the DCAT 3 catalogue vocabulary"@en ; skos:definition "A catalogue of datasets, each with its distributions and the data services serving it, catalogue records, a description and a contact point (W3C DCAT Version 3, 2024)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "DCAT catalogue"@en ; edu:expectedResult "A catalogue of datasets, each with its distributions and the data services serving it, catalogue records, a description and a contact point (W3C DCAT Version 3, 2024)."@en ; edu:assessmentCriterion "Answers a written question on the DCAT catalogue correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 2 reference and review checklist rest on"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-255" ; rdfs:label "Explains the PROV-O provenance model"@en ; skos:prefLabel "Explains the PROV-O provenance model"@en ; skos:definition "Entities derived from entities through activities associated with agents; a manual step such as a workbook calculation is an activity like any job (W3C PROV-O, 2013)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "provenance of data"@en ; edu:expectedResult "Entities derived from entities through activities associated with agents; a manual step such as a workbook calculation is an activity like any job (W3C PROV-O, 2013)."@en ; edu:assessmentCriterion "Answers a written question on the provenance of data correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 2 reference and review checklist rest on"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-256" ; rdfs:label "Explains how a metamodel is populated from metadata sources"@en ; skos:prefLabel "Explains how a metamodel is populated from metadata sources"@en ; skos:definition "Every class realises metadata a use case needs, and every class and relationship names the source that fills it; a relationship no source can populate promises an answer the catalogue will never have."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metamodel population"@en ; edu:expectedResult "Every class realises metadata a use case needs, and every class and relationship names the source that fills it; a relationship no source can populate promises an answer the catalogue will never have."@en ; edu:assessmentCriterion "Answers a written question on the metamodel population correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 2 reference and review checklist rest on"@en ; edu:dependsOnKnobit ; edu:dependsOnKnobit ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-401" ; rdfs:label "Recognises a catalogue description restating the name"@en ; skos:prefLabel "Recognises a catalogue description restating the name"@en ; skos:altLabel "Description restates the name"@en ; skos:definition "A description that repeats the name's words and adds nothing."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "description repeating the object's name"@en ; edu:expectedResult "A description of what the object is and how it is derived"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: CE-022 `stability_class`: \"The stability class of the account.\" Acceptable: \"Stable or less stable under LCR Articles 24-25, derived from DGS eligibility and an established relationship\""@en ; edu:assessmentMethod "Review of the stage 4 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 04-catalogue-entries, row 1 (11179-4 (not circular; state the essential meaning))"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-402" ; rdfs:label "Recognises a catalogue owner who has left or is not a role"@en ; skos:prefLabel "Recognises a catalogue owner who has left or is not a role"@en ; skos:altLabel "Owner who has left, or a person not a role"@en ; skos:definition "An owner on the leavers list, or a personal name with no role."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "owner on the leavers list or named only as a person"@en ; edu:expectedResult "The owner role with its current holder"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: CE-031 owner \"Mari S.\" (left 15 Jun 2026) Acceptable: Head of Regulatory Reporting (holder Kristi M.)"@en ; edu:assessmentMethod "Review of the stage 4 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 04-catalogue-entries, row 2 (DCAT (contact point); DMBOK)"@en ; edu:appliesKnowledge ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-403" ; rdfs:label "Recognises a catalogue classification disagreeing with data-security"@en ; skos:prefLabel "Recognises a catalogue classification disagreeing with data-security"@en ; skos:altLabel "Classification disagreeing with data-security"@en ; skos:definition "A level different from the classified column it cites, or set in the catalogue with no source."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "classification level differing from the classified column it cites"@en ; edu:expectedResult "The level and its source taken from data-security"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: CE-001 `ledger_balance` internal; CO-012 says confidential Acceptable: `{level: confidential, source: CO-012}`"@en ; edu:assessmentMethod "Review of the stage 4 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 04-catalogue-entries, row 3 (DMBOK; data-security)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-404" ; rdfs:label "Recognises a business column with no glossary term"@en ; skos:prefLabel "Recognises a business column with no glossary term"@en ; skos:altLabel "Business column with no glossary term"@en ; skos:definition "A column with business meaning and no term link."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "column with business meaning and no term link"@en ; edu:expectedResult "The glossary term to link"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: CE-003 `established_relationship`, `term: null` Acceptable: `term: BT-031`"@en ; edu:assessmentMethod "Review of the stage 4 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 04-catalogue-entries, row 4 (DMBOK; 11179-3)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-405" ; rdfs:label "Recognises a stale catalogue entry"@en ; skos:prefLabel "Recognises a stale catalogue entry"@en ; skos:altLabel "Stale entry"@en ; skos:definition "Last harvest older than the harvest schedule allows."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "entry harvested longer ago than its schedule allows"@en ; edu:expectedResult "The entry re-harvested or flagged stale"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: CE-013 last harvested 2 Mar 2026; nightly harvest Acceptable: Harvested last night, or flagged stale"@en ; edu:assessmentMethod "Review of the stage 4 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 04-catalogue-entries, row 5 (DMBOK §2.5)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-406" ; rdfs:label "Recognises a manual-step entry nobody could find or repeat"@en ; skos:prefLabel "Recognises a manual-step entry nobody could find or repeat"@en ; skos:altLabel "Manual step with no location, procedure or owner"@en ; skos:definition "A manual entry nobody could find or repeat."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "manual-step entry without location, procedure or owner"@en ; edu:expectedResult "The location, the steps done and the owner role"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: CE-041 \"Treasury workbook\" only Acceptable: Path, steps (export, 5% / 10% rates), Head of Treasury"@en ; edu:assessmentMethod "Review of the stage 4 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 04-catalogue-entries, row 6 (DMBOK; W3C PROV-O (activity))"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-407" ; rdfs:label "Recognises two catalogue entries for one object"@en ; skos:prefLabel "Recognises two catalogue entries for one object"@en ; skos:altLabel "Two entries for one object"@en ; skos:definition "Two entries with the same physical reference."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "entries with the same physical reference"@en ; edu:expectedResult "One entry with both sources"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: CE-053 and CE-054 both RP-03 Acceptable: One entry, two sources"@en ; edu:assessmentMethod "Review of the stage 4 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 04-catalogue-entries, row 7 (DCAT; DMBOK)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-451" ; rdfs:label "Explains the ISO/IEC 11179-4 rules for data definitions"@en ; skos:prefLabel "Explains the ISO/IEC 11179-4 rules for data definitions"@en ; skos:definition "A definition states what the thing is, as a descriptive phrase, without restating the name, without circularity and without embedding the definition of another concept (ISO/IEC 11179-4:2023)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "data definition rules"@en ; edu:expectedResult "A definition states what the thing is, as a descriptive phrase, without restating the name, without circularity and without embedding the definition of another concept (ISO/IEC 11179-4:2023)."@en ; edu:assessmentCriterion "Answers a written question on the data definition rules correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 4 reference and review checklist rest on"@en ; edu:dependsOnKnobit ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-452" ; rdfs:label "Explains a catalogue owner as a role with a current holder"@en ; skos:prefLabel "Explains a catalogue owner as a role with a current holder"@en ; skos:definition "An owner or contact point is a role from the governance operating model with a current holder checked against the leavers, never a personal name alone (W3C DCAT contact point; DMBOK2 ch. 12)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "catalogue owner"@en ; edu:expectedResult "An owner or contact point is a role from the governance operating model with a current holder checked against the leavers, never a personal name alone (W3C DCAT contact point; DMBOK2 ch. 12)."@en ; edu:assessmentCriterion "Answers a written question on the catalogue owner correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 4 reference and review checklist rest on"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-453" ; rdfs:label "Explains a classification shown by reference to data-security"@en ; skos:prefLabel "Explains a classification shown by reference to data-security"@en ; skos:definition "The catalogue shows a column's data-security classification with its source and never sets a level of its own; when the two disagree, the catalogue is wrong."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "catalogued classification"@en ; edu:expectedResult "The catalogue shows a column's data-security classification with its source and never sets a level of its own; when the two disagree, the catalogue is wrong."@en ; edu:assessmentCriterion "Answers a written question on the catalogued classification correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 4 reference and review checklist rest on"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-454" ; rdfs:label "Explains metadata currency against the harvest schedule"@en ; skos:prefLabel "Explains metadata currency against the harvest schedule"@en ; skos:definition "An entry carries its last harvest; one older than its schedule allows is stale and may describe an object that no longer exists (DMBOK2 ch. 12, metadata quality)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata currency"@en ; edu:expectedResult "An entry carries its last harvest; one older than its schedule allows is stale and may describe an object that no longer exists (DMBOK2 ch. 12, metadata quality)."@en ; edu:assessmentCriterion "Answers a written question on the metadata currency correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 4 reference and review checklist rest on"@en ; edu:dependsOnKnobit ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-455" ; rdfs:label "Explains one catalogue entry per object"@en ; skos:prefLabel "Explains one catalogue entry per object"@en ; skos:definition "An object harvested from several tools is one entry with several sources, matched on its physical reference, so that lineage, ownership and classification attach to one node (DMBOK2 ch. 12 §2.4.1)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "catalogue entry identity"@en ; edu:expectedResult "An object harvested from several tools is one entry with several sources, matched on its physical reference, so that lineage, ownership and classification attach to one node (DMBOK2 ch. 12 §2.4.1)."@en ; edu:assessmentCriterion "Answers a written question on the catalogue entry identity correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 4 reference and review checklist rest on"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-501" ; rdfs:label "Recognises a broken lineage hop"@en ; skos:prefLabel "Recognises a broken lineage hop"@en ; skos:altLabel "Broken hop"@en ; skos:definition "An edge to or from an object that is not catalogued, so the path breaks."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "lineage edge to or from an uncatalogued object"@en ; edu:expectedResult "The edge and the catalogued object it should point at"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: LG-004 from `CE-014`; staging column is CE-011 Acceptable: `from: CE-011`"@en ; edu:assessmentMethod "Review of the stage 5 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 05-lineage, row 1 (BCBS 239 P3; DMBOK)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-502" ; rdfs:label "Recognises lineage ending at a view"@en ; skos:prefLabel "Recognises lineage ending at a view"@en ; skos:altLabel "Lineage that ends at a view"@en ; skos:definition "A view with consumers but no upstream edges: its SQL not resolved."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "view with consumers and no upstream edges"@en ; edu:expectedResult "The upstream edges from the view's base columns, with the view's logic"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: CE-031 `v_lcr_retail_deposits` feeds two reports; nothing feeds it Acceptable: LG-007, LG-008 from CE-021 and CE-022 with the view's logic"@en ; edu:assessmentMethod "Review of the stage 5 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 05-lineage, row 2 (DMBOK §1.3.6)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-503" ; rdfs:label "Recognises a manual step missing from a lineage path"@en ; skos:prefLabel "Recognises a manual step missing from a lineage path"@en ; skos:altLabel "Manual step not represented"@en ; skos:definition "A spreadsheet, e-mail or re-keying step missing from the path, shown as an automated edge."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "spreadsheet or re-keying step shown as an automated edge"@en ; edu:expectedResult "The path through the manual step, its edges manual, with its owner"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: LG-010 CE-031 → CE-051 `automated`; Treasury workbook CE-041 catalogued but on no path Acceptable: CE-031 → CE-041 → CE-051, both `manual`, owner Head of Treasury"@en ; edu:assessmentMethod "Review of the stage 5 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 05-lineage, row 3 (BCBS 239 P3 (manual steps documented); PROV (activity))"@en ; edu:appliesKnowledge ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-504" ; rdfs:label "Recognises a lineage edge with placeholder logic"@en ; skos:prefLabel "Recognises a lineage edge with placeholder logic"@en ; skos:altLabel "Transformation with no logic"@en ; skos:definition "Logic recorded as a placeholder."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "transformation recorded as a placeholder"@en ; edu:expectedResult "The actual transformation logic, or the mapping holding it"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: LG-005 `transformation: derived` Acceptable: \"`stable` if `dgs_eligible` and `established_relationship`, else `less_stable`\" (MP-205)"@en ; edu:assessmentMethod "Review of the stage 5 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 05-lineage, row 4 (BCBS 239 P3; DMBOK)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-505" ; rdfs:label "Recognises an integration lineage edge without its mapping"@en ; skos:prefLabel "Recognises an integration lineage edge without its mapping"@en ; skos:altLabel "Integration edge without its mapping"@en ; skos:definition "An edge crossing from a source system into the warehouse with no mapping id."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "source-to-warehouse edge with no mapping id"@en ; edu:expectedResult "The mapping the edge implements"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: LG-002 core banking → staging, `mapping_id: null` Acceptable: `mapping_id: MP-202`"@en ; edu:assessmentMethod "Review of the stage 5 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 05-lineage, row 5 (DMBOK; data-integration)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-506" ; rdfs:label "Recognises a table-level lineage edge where column level is needed"@en ; skos:prefLabel "Recognises a table-level lineage edge where column level is needed"@en ; skos:altLabel "Table-level edge where column level is needed"@en ; skos:definition "An edge between tables, so a column change cannot be traced."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "lineage edge between tables"@en ; edu:expectedResult "The column-level edges replacing it"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: LG-012 `fact_account_balance` → RP-03, `level: table` Acceptable: Edge from CE-021 `balance_eur`"@en ; edu:assessmentMethod "Review of the stage 5 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 05-lineage, row 6 (BCBS 239 P6; DMBOK)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-551" ; rdfs:label "Explains data lineage as a graph of derivations"@en ; skos:prefLabel "Explains data lineage as a graph of derivations"@en ; skos:definition "Nodes for catalogued objects and an edge for each derivation with its transformation logic, read backwards for where a number came from and forwards for what a change breaks (DMBOK2 ch. 12 §4.1; W3C PROV-O)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "data lineage"@en ; edu:expectedResult "Nodes for catalogued objects and an edge for each derivation with its transformation logic, read backwards for where a number came from and forwards for what a change breaks (DMBOK2 ch. 12 §4.1; W3C PROV-O)."@en ; edu:assessmentCriterion "Answers a written question on the data lineage correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 5 reference and review checklist rest on"@en ; edu:dependsOnKnobit ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-552" ; rdfs:label "Explains lineage granularity"@en ; skos:prefLabel "Explains lineage granularity"@en ; skos:definition "Table-level lineage says which tables feed which; column-level lineage says which columns derive from which, and is needed to trace a column change to the reports it reaches."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "lineage granularity"@en ; edu:expectedResult "Table-level lineage says which tables feed which; column-level lineage says which columns derive from which, and is needed to trace a column change to the reports it reaches."@en ; edu:assessmentCriterion "Answers a written question on the lineage granularity correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 5 reference and review checklist rest on"@en ; edu:dependsOnKnobit ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-553" ; rdfs:label "Explains view resolution in lineage"@en ; skos:prefLabel "Explains view resolution in lineage"@en ; skos:definition "A view is a hop with its own logic, resolved by parsing its definition down to the base columns it reads; a view with consumers and no upstream edges hides its sources."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "view in a lineage graph"@en ; edu:expectedResult "A view is a hop with its own logic, resolved by parsing its definition down to the base columns it reads; a view with consumers and no upstream edges hides its sources."@en ; edu:assessmentCriterion "Answers a written question on the view in a lineage graph correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 5 reference and review checklist rest on"@en ; edu:dependsOnKnobit ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-554" ; rdfs:label "Explains BCBS 239 requirements on lineage and manual steps"@en ; skos:prefLabel "Explains BCBS 239 requirements on lineage and manual steps"@en ; skos:definition "Risk data aggregated accurately and with integrity, largely automated, with manual steps documented and controlled (principle 3), and risk reporting that adapts to change (principle 6) (BCBS 239, 2013)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "BCBS 239 principles 3 and 6"@en ; edu:expectedResult "Risk data aggregated accurately and with integrity, largely automated, with manual steps documented and controlled (principle 3), and risk reporting that adapts to change (principle 6) (BCBS 239, 2013)."@en ; edu:assessmentCriterion "Answers a written question on the BCBS 239 principles 3 and 6 correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 5 reference and review checklist rest on"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-555" ; rdfs:label "Explains source-to-target mappings as lineage edges"@en ; skos:prefLabel "Explains source-to-target mappings as lineage edges"@en ; skos:definition "An integration edge cites the data-integration mapping it implements, which holds the transformation logic; an edge inside the warehouse carries its job or view logic, never a placeholder."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "source-to-target mapping"@en ; edu:expectedResult "An integration edge cites the data-integration mapping it implements, which holds the transformation logic; an edge inside the warehouse carries its job or view logic, never a placeholder."@en ; edu:assessmentCriterion "Answers a written question on the source-to-target mapping correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 5 reference and review checklist rest on"@en ; edu:dependsOnKnobit ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-601" ; rdfs:label "Recognises a downstream report missed through a view"@en ; skos:prefLabel "Recognises a downstream report missed through a view"@en ; skos:altLabel "Downstream report missed through a view"@en ; skos:definition "An object in the closure, reached through a view, missing from the analysis."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "closure object reached through a view and missing from the analysis"@en ; edu:expectedResult "The object with its path, hops and owner"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: IA-001 omits CE-052, the ALM dashboard (4 hops, via the LCR view) Acceptable: CE-052 listed, owner Head of ALM"@en ; edu:assessmentMethod "Review of the stage 6 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 06-impact-analysis, row 1 (DMBOK; BCBS 239 P6)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-602" ; rdfs:label "Recognises an impacted object with no owner to notify"@en ; skos:prefLabel "Recognises an impacted object with no owner to notify"@en ; skos:altLabel "Impact with no owner to notify"@en ; skos:definition "A listed object with no owner."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "impact analysis entry without an owner"@en ; edu:expectedResult "The owner role to notify"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: IA-001 lists CE-031 with `owner: null` Acceptable: Head of Regulatory Reporting"@en ; edu:assessmentMethod "Review of the stage 6 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 06-impact-analysis, row 2 (ITIL (communicate to affected parties))"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-603" ; rdfs:label "Recognises an impacted object missed through a manual step"@en ; skos:prefLabel "Recognises an impacted object missed through a manual step"@en ; skos:altLabel "Object missed through a manual step"@en ; skos:definition "An object reached through a spreadsheet or re-keying step missing from the analysis."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "closure object reached through a spreadsheet or re-keying step and missing"@en ; edu:expectedResult "The manual step and the objects past it, with their owners"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: IA-001 omits CE-041 (Treasury workbook) and CE-051 (COREP C 73.00, 5 hops) Acceptable: Both listed: workbook and return restated, Head of Treasury and Head of Regulatory Reporting notified"@en ; edu:assessmentMethod "Review of the stage 6 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 06-impact-analysis, row 3 (BCBS 239 P3, P6)"@en ; edu:appliesKnowledge ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-604" ; rdfs:label "Recognises a semantic change assessed as a schema change"@en ; skos:prefLabel "Recognises a semantic change assessed as a schema change"@en ; skos:altLabel "Semantic change assessed as a schema change"@en ; skos:definition "\"No impact\" because name and type are unchanged, when the meaning changes."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "change of meaning under an unchanged name and type"@en ; edu:expectedResult "The effect on each downstream object in its own terms"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: CH-001 adds accrued interest to `ledger_balance`; IA-001 says \"schema unchanged, low impact\" Acceptable: Every balance downstream rises by the accrued interest; LCR outflows move"@en ; edu:assessmentMethod "Review of the stage 6 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 06-impact-analysis, row 4 (DMBOK; ITIL (assess before authorising))"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-605" ; rdfs:label "Recognises an impacted object with no action"@en ; skos:prefLabel "Recognises an impacted object with no action"@en ; skos:altLabel "Impact with no action"@en ; skos:definition "A listed object with no action."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "impact analysis entry without an action"@en ; edu:expectedResult "The action agreed with the object's owner"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: CE-053 deposits dashboard, `action: null` Acceptable: \"Annotate the January break; restate December for comparison\""@en ; edu:assessmentMethod "Review of the stage 6 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 06-impact-analysis, row 5 (ITIL)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-606" ; rdfs:label "Recognises an unreached object listed in an impact analysis"@en ; skos:prefLabel "Recognises an unreached object listed in an impact analysis"@en ; skos:altLabel "Object listed that the change does not reach"@en ; skos:definition "An object outside the closure."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "object outside the downstream closure"@en ; edu:expectedResult "The object removed, or the missing lineage edge found"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: CE-022 `stability_class` (fed by DGS eligibility, not by the balance) Acceptable: Removed; if truly affected, a lineage edge is missing"@en ; edu:assessmentMethod "Review of the stage 6 eval project (reffa/skills, metadata-management/evals)"@en ; dcterms:source "Review checklist 06-impact-analysis, row 6 (DMBOK)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-651" ; rdfs:label "Explains impact analysis as the downstream closure of lineage"@en ; skos:prefLabel "Explains impact analysis as the downstream closure of lineage"@en ; skos:definition "Every object reachable forwards from the changed one, through views and manual steps, not only its direct consumers; an object outside the closure is unaffected unless a lineage edge is missing (DMBOK2 ch. 12 §4.1)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "downstream closure"@en ; edu:expectedResult "Every object reachable forwards from the changed one, through views and manual steps, not only its direct consumers; an object outside the closure is unaffected unless a lineage edge is missing (DMBOK2 ch. 12 §4.1)."@en ; edu:assessmentCriterion "Answers a written question on the downstream closure correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 6 reference and review checklist rest on"@en ; edu:dependsOnKnobit ; edu:dependsOnKnobit ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-652" ; rdfs:label "Explains the kinds of data change and their reach"@en ; skos:prefLabel "Explains the kinds of data change and their reach"@en ; skos:definition "Rename, type change, semantic change, removal and population change; a semantic change keeps name and type, passes every schema check and changes every number downstream."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "data change type"@en ; edu:expectedResult "Rename, type change, semantic change, removal and population change; a semantic change keeps name and type, passes every schema check and changes every number downstream."@en ; edu:assessmentCriterion "Answers a written question on the data change type correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 6 reference and review checklist rest on"@en ; edu:dependsOnKnobit ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-653" ; rdfs:label "Explains change enablement for data changes"@en ; skos:prefLabel "Explains change enablement for data changes"@en ; skos:definition "A change is assessed before it is authorised and those affected are informed: each affected object has an owner to notify and an agreed action (ITIL 4 Change enablement, 2020)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "change enablement"@en ; edu:expectedResult "A change is assessed before it is authorised and those affected are informed: each affected object has an owner to notify and an agreed action (ITIL 4 Change enablement, 2020)."@en ; edu:assessmentCriterion "Answers a written question on the change enablement correctly"@en ; edu:assessmentMethod "Written question"@en ; dcterms:source "Practice the stage 6 reference and review checklist rest on"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-901" ; rdfs:label "Explains the business drivers of metadata management"@en ; skos:prefLabel "Explains the business drivers of metadata management"@en ; skos:definition "Trust in and reuse of data, faster discovery, regulatory compliance and risk reporting, impact analysis before change, and less cost from misunderstood data."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "drivers of metadata management"@en ; edu:expectedResult "Trust in and reuse of data, faster discovery, regulatory compliance and risk reporting, impact analysis before change, and less cost from misunderstood data."@en ; edu:assessmentCriterion "Answers a CDMP-style multiple-choice question on the drivers of metadata management"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, element MV-1"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-902" ; rdfs:label "Explains the goals and principles of metadata management"@en ; skos:prefLabel "Explains the goals and principles of metadata management"@en ; skos:definition "Goals: record the organisation's knowledge of its data, collect and integrate metadata from many sources, give a standard way to reach it, and keep it of known quality, current and secure. Principles: organisational commitment, a strategy, an enterprise view, socialisation, access, quality, audit and improvement."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "goals of metadata management"@en ; edu:expectedResult "Goals: record the organisation's knowledge of its data, collect and integrate metadata from many sources, give a standard way to reach it, and keep it of known quality, current and secure. Principles: organisational commitment, a strategy, an enterprise view, socialisation, access, quality, audit and improvement."@en ; edu:assessmentCriterion "Answers a CDMP-style multiple-choice question on the goals of metadata management"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, element MV-2"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-903" ; rdfs:label "Explains metadata for unstructured data"@en ; skos:prefLabel "Explains metadata for unstructured data"@en ; skos:definition "Descriptive, structural and administrative metadata for documents and content (catalogue information, keywords, retention and access), captured when the content is created or by text analysis."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "unstructured data metadata"@en ; edu:expectedResult "Descriptive, structural and administrative metadata for documents and content (catalogue information, keywords, retention and access), captured when the content is created or by text analysis."@en ; edu:assessmentCriterion "Answers a CDMP-style multiple-choice question on the unstructured data metadata"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, element MV-5"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-904" ; rdfs:label "Explains the kinds of metadata sources"@en ; skos:prefLabel "Explains the kinds of metadata sources"@en ; skos:definition "Tool repositories (modelling, data integration, BI, data quality, mapping), DBMS catalogues and data dictionaries, business glossaries, reference data repositories, service registries, event messaging and configuration management tools, each holding part of the metadata."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata source kinds"@en ; edu:expectedResult "Tool repositories (modelling, data integration, BI, data quality, mapping), DBMS catalogues and data dictionaries, business glossaries, reference data repositories, service registries, event messaging and configuration management tools, each holding part of the metadata."@en ; edu:assessmentCriterion "Answers a CDMP-style multiple-choice question on the metadata source kinds"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, element MV-6"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-905" ; rdfs:label "Explains the types of metadata architecture"@en ; skos:prefLabel "Explains the types of metadata architecture"@en ; skos:definition "Centralised (one repository holding copies), distributed (queries to the sources, no copy), hybrid (a central repository plus live sources) and bi-directional (changes flow back to the sources), with their trade-offs in currency, availability and integration effort."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata architecture types"@en ; edu:expectedResult "Centralised (one repository holding copies), distributed (queries to the sources, no copy), hybrid (a central repository plus live sources) and bi-directional (changes flow back to the sources), with their trade-offs in currency, availability and integration effort."@en ; edu:assessmentCriterion "Answers a CDMP-style multiple-choice question on the metadata architecture types"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, element MV-8"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-906" ; rdfs:label "Explains the steps of building a metadata strategy"@en ; skos:prefLabel "Explains the steps of building a metadata strategy"@en ; skos:definition "Initiate planning, interview stakeholders, assess the existing metadata sources and architecture, develop the future architecture, and plan a phased implementation."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata strategy steps"@en ; edu:expectedResult "Initiate planning, interview stakeholders, assess the existing metadata sources and architecture, develop the future architecture, and plan a phased implementation."@en ; edu:assessmentCriterion "Answers a CDMP-style multiple-choice question on the metadata strategy steps"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, element MV-9"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-907" ; rdfs:label "Explains the standards used for metadata"@en ; skos:prefLabel "Explains the standards used for metadata"@en ; skos:definition "Industry and consensus standards: OMG MOF and XMI for metamodels and their interchange and the Common Warehouse Metamodel, ISO/IEC 11179 for registries, ISO/IEC 19763 for metamodel interoperability, Dublin Core and W3C DCAT for describing published resources."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata standards"@en ; edu:expectedResult "Industry and consensus standards: OMG MOF and XMI for metamodels and their interchange and the Common Warehouse Metamodel, ISO/IEC 11179 for registries, ISO/IEC 19763 for metamodel interoperability, Dublin Core and W3C DCAT for describing published resources."@en ; edu:assessmentCriterion "Answers a CDMP-style multiple-choice question on the metadata standards"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, element MV-12"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-908" ; rdfs:label "Explains managing metadata stores"@en ; skos:prefLabel "Explains managing metadata stores"@en ; skos:definition "Scheduling and monitoring metadata loads, load statistics, repository usage, quality and service levels, and change control and history of the repository's content."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata store management"@en ; edu:expectedResult "Scheduling and monitoring metadata loads, load statistics, repository usage, quality and service levels, and change control and history of the repository's content."@en ; edu:assessmentCriterion "Answers a CDMP-style multiple-choice question on the metadata store management"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, element MV-13"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-909" ; rdfs:label "Explains delivering metadata to its users"@en ; skos:prefLabel "Explains delivering metadata to its users"@en ; skos:definition "Portals and catalogue search, data dictionaries and glossaries, reports, metadata embedded in BI and modelling tools, and APIs and exchange files for other tools and external parties."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata delivery mechanisms"@en ; edu:expectedResult "Portals and catalogue search, data dictionaries and glossaries, reports, metadata embedded in BI and modelling tools, and APIs and exchange files for other tools and external parties."@en ; edu:assessmentCriterion "Answers a CDMP-style multiple-choice question on the metadata delivery mechanisms"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, element MV-16"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-910" ; rdfs:label "Explains querying, reporting and analysing metadata"@en ; skos:prefLabel "Explains querying, reporting and analysing metadata"@en ; skos:definition "A front end to the repository for search and browsing, lineage and impact reports, data usage and quality reporting, and analysis of metadata to find redundant or unused data."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata analysis"@en ; edu:expectedResult "A front end to the repository for search and browsing, lineage and impact reports, data usage and quality reporting, and analysis of metadata to find redundant or unused data."@en ; edu:assessmentCriterion "Answers a CDMP-style multiple-choice question on the metadata analysis"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, element MV-17"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-911" ; rdfs:label "Explains metadata repository management tools"@en ; skos:prefLabel "Explains metadata repository management tools"@en ; skos:definition "Metadata repositories and data catalogues with scanners, search, glossary workflow and lineage visualisation, and how they exchange metadata with modelling, integration and BI tools."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata repository tools"@en ; edu:expectedResult "Metadata repositories and data catalogues with scanners, search, glossary workflow and lineage visualisation, and how they exchange metadata with modelling, integration and BI tools."@en ; edu:assessmentCriterion "Answers a CDMP-style multiple-choice question on the metadata repository tools"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, element MV-18"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-912" ; rdfs:label "Explains metadata for big data ingest"@en ; skos:prefLabel "Explains metadata for big data ingest"@en ; skos:definition "Technical, operational and profiling metadata captured when data lands in a lake, with tags and lineage, so that data read by schema-on-read can still be found and trusted."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata at data lake ingest"@en ; edu:expectedResult "Technical, operational and profiling metadata captured when data lands in a lake, with tags and lineage, so that data read by schema-on-read can still be found and trusted."@en ; edu:assessmentCriterion "Answers a CDMP-style multiple-choice question on the metadata at data lake ingest"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, element MV-21"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-913" ; rdfs:label "Explains readiness and risk assessment for metadata management"@en ; skos:prefLabel "Explains readiness and risk assessment for metadata management"@en ; skos:definition "Assessing maturity, the existing metadata sources and the risks of poor metadata (wrong decisions, failed changes, supervisory findings) before an initiative starts."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata readiness assessment"@en ; edu:expectedResult "Assessing maturity, the existing metadata sources and the risks of poor metadata (wrong decisions, failed changes, supervisory findings) before an initiative starts."@en ; edu:assessmentCriterion "Answers a CDMP-style multiple-choice question on the metadata readiness assessment"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, element MV-22"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-914" ; rdfs:label "Explains the organisational change metadata management needs"@en ; skos:prefLabel "Explains the organisational change metadata management needs"@en ; skos:definition "Executive sponsorship, stewards' time, training and communication, so that people curate and use metadata instead of asking a colleague who remembers."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata cultural change"@en ; edu:expectedResult "Executive sponsorship, stewards' time, training and communication, so that people curate and use metadata instead of asking a colleague who remembers."@en ; edu:assessmentCriterion "Answers a CDMP-style multiple-choice question on the metadata cultural change"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, element MV-23"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-915" ; rdfs:label "Explains metadata management metrics"@en ; skos:prefLabel "Explains metadata management metrics"@en ; skos:definition "Repository completeness, metadata quality, steward coverage, use of the repository and glossary, repository availability and the maturity of the practice."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "metadata metrics"@en ; edu:expectedResult "Repository completeness, metadata quality, steward coverage, use of the repository and glossary, repository availability and the maturity of the practice."@en ; edu:assessmentCriterion "Answers a CDMP-style multiple-choice question on the metadata metrics"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, element MV-27"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-301" ; rdfs:label "Recognises a definition circular within itself"@en ; skos:prefLabel "Recognises a definition circular within itself"@en ; skos:altLabel "Circular within one definition (business term)"@en ; skos:definition "The defined term, or the concept itself, appears in its own definition as the superordinate concept or as a characteristic."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "definition using its own term"@en ; edu:expectedResult "The definition and the occurrence of the defined term"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: active customer: customer who is active Acceptable: active customer: customer who holds at least one open account on which a payment has been booked in the last 12 months"@en ; edu:assessmentMethod "skill-tests task: Loan application glossary (business term creation skills)"@en ; dcterms:source "Review checklist 03-business-glossary (metadata-management), row 1; formerly data-modelling K-201"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-302" ; rdfs:label "Recognises terms defined by each other"@en ; skos:prefLabel "Recognises terms defined by each other"@en ; skos:altLabel "Circular across the concept system (business term)"@en ; skos:definition "Two or more terms are defined by means of each other."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "terms defined by means of each other"@en ; edu:expectedResult "The loop of terms"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: customer: party that has a customer relationship with the bank; customer relationship: relationship between the bank and a customer Acceptable: customer: party that holds, or has applied to hold, at least one account with the bank (customer relationship may then use customer)"@en ; edu:assessmentMethod "skill-tests task: Loan application glossary (business term creation skills)"@en ; dcterms:source "Review checklist 03-business-glossary (metadata-management), row 2; formerly data-modelling K-202"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-303" ; rdfs:label "Recognises a negative definition"@en ; skos:prefLabel "Recognises a negative definition"@en ; skos:altLabel "Negative definition (business term)"@en ; skos:definition "The definition says what the concept is not. Acceptable only when the absence of a characteristic is the essential feature."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "definition saying what a concept is not"@en ; edu:expectedResult "The definition and the positive delimiting characteristic missing"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: fixed-rate loan: loan that is not a variable-rate loan Acceptable: fixed-rate loan: loan whose interest rate stays the same for the whole term. Acceptable negation: unsecured loan: loan not backed by collateral"@en ; edu:assessmentMethod "skill-tests task: Loan application glossary (business term creation skills)"@en ; dcterms:source "Review checklist 03-business-glossary (metadata-management), row 3; formerly data-modelling K-203"@en ; edu:appliesKnowledge ; edu:followedBy ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-304" ; rdfs:label "Recognises a definition too broad for its concept"@en ; skos:prefLabel "Recognises a definition too broad for its concept"@en ; skos:altLabel "Too broad (business term)"@en ; skos:definition "A delimiting characteristic is missing, so the definition covers things that are not instances of the concept."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "definition missing a delimiting characteristic"@en ; edu:expectedResult "A non-instance the definition admits and the missing characteristic"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: account: record the bank keeps for a customer (also covers customer contact records and card records) Acceptable: account: contract between the bank and one or more parties under which money is held, lent or repaid, identified by an IBAN"@en ; edu:assessmentMethod "skill-tests task: Loan application glossary (business term creation skills)"@en ; dcterms:source "Review checklist 03-business-glossary (metadata-management), row 4; formerly data-modelling K-204"@en ; edu:appliesKnowledge ; edu:followedBy ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-305" ; rdfs:label "Recognises a definition too narrow for its concept"@en ; skos:prefLabel "Recognises a definition too narrow for its concept"@en ; skos:altLabel "Too narrow (business term)"@en ; skos:definition "A non-essential characteristic excludes things that are instances of the concept."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "definition with a non-essential characteristic"@en ; edu:expectedResult "An instance the definition excludes and the characteristic to drop"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: customer: natural person who holds a current account at the bank (excludes legal persons, and persons holding only a savings or loan account) Acceptable: customer: party that holds, or has applied to hold, at least one account with the bank"@en ; edu:assessmentMethod "skill-tests task: Loan application glossary (business term creation skills)"@en ; dcterms:source "Review checklist 03-business-glossary (metadata-management), row 5; formerly data-modelling K-205"@en ; edu:appliesKnowledge ; edu:followedBy ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-306" ; rdfs:label "Recognises a general concept tied to one subject field"@en ; skos:prefLabel "Recognises a general concept tied to one subject field"@en ; skos:altLabel "Wrongly tied to one subject field (business term)"@en ; skos:definition "A general concept is defined as if it existed in one field only, which blocks reuse and causes duplicate definitions. If the meaning really is field-specific, mark the field, e.g. ``."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "general concept defined for one field"@en ; edu:expectedResult "The field restriction and whether to drop or mark it"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: maturity date: date on which a bank loan must be repaid in full (in a glossary that also covers bonds and deposits) Acceptable: maturity date: date on which the principal of a financial instrument becomes due for payment"@en ; edu:assessmentMethod "skill-tests task: Loan application glossary (business term creation skills)"@en ; dcterms:source "Review checklist 03-business-glossary (metadata-management), row 6; formerly data-modelling K-206"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-307" ; rdfs:label "Recognises a part concept tied to one whole"@en ; skos:prefLabel "Recognises a part concept tied to one whole"@en ; skos:altLabel "Wrongly tied to one whole (partitive) (business term)"@en ; skos:definition "A part that occurs in many wholes is defined as if it belonged to one of them."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "part concept defined for one whole"@en ; edu:expectedResult "The whole named and the other wholes the part occurs in"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: instalment: part of a personal loan's repayment schedule specifying one amount and its due date (instalments also appear in mortgage and credit-card repayment schedules) Acceptable: instalment: part of a repayment schedule specifying one amount of principal and interest with its due date"@en ; edu:assessmentMethod "skill-tests task: Loan application glossary (business term creation skills)"@en ; dcterms:source "Review checklist 03-business-glossary (metadata-management), row 7; formerly data-modelling K-207"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-308" ; rdfs:label "Recognises an incomplete extensional definition"@en ; skos:prefLabel "Recognises an incomplete extensional definition"@en ; skos:altLabel "Incomplete extensional definition (business term)"@en ; skos:definition "A definition that lists the members of the concept leaves some out, or ends with \"etc.\", \"e.g.\" or \"such as\". Partial lists belong in a note or a value set."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "definition listing members incompletely"@en ; edu:expectedResult "The open list and the intensional definition or value set replacing it"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: party: person, company, etc. Acceptable: party: natural person or legal person"@en ; edu:assessmentMethod "skill-tests task: Loan application glossary (business term creation skills)"@en ; dcterms:source "Review checklist 03-business-glossary (metadata-management), row 8; formerly data-modelling K-208"@en ; edu:appliesKnowledge ; edu:followedBy ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-309" ; rdfs:label "Recognises a hidden definition of a second concept"@en ; skos:prefLabel "Recognises a hidden definition of a second concept"@en ; skos:altLabel "Hidden definition (business term)"@en ; skos:definition "The definition explains a second concept inline. Each definition covers one concept; the other concept gets its own term."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "definition explaining another concept inline"@en ; edu:expectedResult "The second concept to give its own term"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: available balance: ledger balance, i.e. the sum of all entries booked to the account, minus holds Acceptable: available balance: ledger balance minus holds (with ledger balance as a separate term)"@en ; edu:assessmentMethod "skill-tests task: Loan application glossary (business term creation skills)"@en ; dcterms:source "Review checklist 03-business-glossary (metadata-management), row 9; formerly data-modelling K-209"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-310" ; rdfs:label "Recognises a definition without a superordinate concept"@en ; skos:prefLabel "Recognises a definition without a superordinate concept"@en ; skos:altLabel "Not systematic (business term)"@en ; skos:definition "No superordinate concept plus delimiting characteristics, so the definition does not place the concept in its concept system."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "definition not placing its concept in a concept system"@en ; edu:expectedResult "The missing superordinate concept and delimiting characteristics"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: dormant account: when nobody has used the account for a long time Acceptable: dormant account: account on which no customer-initiated payment has been booked for 12 months"@en ; edu:assessmentMethod "skill-tests task: Loan application glossary (business term creation skills)"@en ; dcterms:source "Review checklist 03-business-glossary (metadata-management), row 10; formerly data-modelling K-210"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-311" ; rdfs:label "Recognises a definition carrying non-defining content"@en ; skos:prefLabel "Recognises a definition carrying non-defining content"@en ; skos:altLabel "Not concise (business term)"@en ; skos:definition "The definition carries explanations, examples, process or system details that are not needed to delimit the concept. Move them to a note."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "definition with explanations, examples, process or system details"@en ; edu:expectedResult "The content to move to a note"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: personal loan: unsecured credit granted to a natural person for a fixed term and repaid in instalments; keyed into the core banking system by the branch and needing credit-committee approval above 50 000 EUR Acceptable: personal loan: unsecured credit granted to a natural person for a fixed term and repaid in instalments (core-system and approval details go in a note)"@en ; edu:assessmentMethod "skill-tests task: Loan application glossary (business term creation skills)"@en ; dcterms:source "Review checklist 03-business-glossary (metadata-management), row 11; formerly data-modelling K-211"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-312" ; rdfs:label "Recognises a definition failing the substitution test"@en ; skos:prefLabel "Recognises a definition failing the substitution test"@en ; skos:altLabel "Fails substitution (business term)"@en ; skos:definition "Replacing the term with its definition in a normal sentence changes or breaks the meaning."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "definition not substitutable for its term"@en ; edu:expectedResult "The sentence where substitution breaks and why"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: arrears rate: loans that are overdue. \"The arrears rate rose to 3 %\" becomes \"The loans that are overdue rose to 3 %\" Acceptable: arrears rate: proportion of loans whose arrears day count is above zero at the end of a given period. \"The proportion of loans whose ... rose to 3 %\" still reads correctly"@en ; edu:assessmentMethod "skill-tests task: Loan application glossary (business term creation skills)"@en ; dcterms:source "Review checklist 03-business-glossary (metadata-management), row 12; formerly data-modelling K-212"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-351" ; rdfs:label "Explains intensional definition by superordinate concept and delimiting characteristics"@en ; skos:prefLabel "Explains intensional definition by superordinate concept and delimiting characteristics"@en ; skos:definition "A definition naming the superordinate concept and the characteristics delimiting it from its siblings (ISO 704)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "intensional definition"@en ; edu:expectedResult "A definition naming the superordinate concept and the characteristics delimiting it from its siblings (ISO 704)"@en ; edu:assessmentCriterion "Writes and checks sample definitions in this form"@en ; edu:assessmentMethod "Written question with sample business terms"@en ; dcterms:source "Data-management practice used by the stage 3 reference and review checklist; formerly data-modelling K-251"@en ; edu:dependsOnKnobit ; edu:dependsOnKnobit ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-352" ; rdfs:label "Explains the substitution principle for definitions"@en ; skos:prefLabel "Explains the substitution principle for definitions"@en ; skos:definition "A definition must be able to replace its term in a sentence without changing the meaning."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "substitution principle"@en ; edu:expectedResult "A definition must be able to replace its term in a sentence without changing the meaning"@en ; edu:assessmentCriterion "Applies the substitution test to sample definitions"@en ; edu:assessmentMethod "Written question with sample business terms"@en ; dcterms:source "Data-management practice used by the stage 3 reference and review checklist; formerly data-modelling K-252"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-353" ; rdfs:label "Explains generic and partitive concept relations"@en ; skos:prefLabel "Explains generic and partitive concept relations"@en ; skos:definition "Kind-of and part-of relations between concepts in a concept system."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "generic and partitive relation"@en ; edu:expectedResult "Kind-of and part-of relations between concepts in a concept system"@en ; edu:assessmentCriterion "Classifies sample concept pairs as generic, partitive or neither"@en ; edu:assessmentMethod "Written question with sample business terms"@en ; dcterms:source "Data-management practice used by the stage 3 reference and review checklist; formerly data-modelling K-253"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-354" ; rdfs:label "Explains extensional definitions and their completeness"@en ; skos:prefLabel "Explains extensional definitions and their completeness"@en ; skos:definition "A definition listing all and only the members, and when a list belongs in a note or a value set."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "extensional definition"@en ; edu:expectedResult "A definition listing all and only the members, and when a list belongs in a note or a value set"@en ; edu:assessmentCriterion "Decides for sample definitions whether the list is complete and what to do if not"@en ; edu:assessmentMethod "Written question with sample business terms"@en ; dcterms:source "Data-management practice used by the stage 3 reference and review checklist; formerly data-modelling K-254"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-355" ; rdfs:label "Explains circularity in definitions and concept systems"@en ; skos:prefLabel "Explains circularity in definitions and concept systems"@en ; skos:definition "A definition using its own term, or terms defined by each other, explains nothing."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "circular definition"@en ; edu:expectedResult "A definition using its own term, or terms defined by each other, explains nothing"@en ; edu:assessmentCriterion "Finds circularity in sample definitions and concept systems"@en ; edu:assessmentMethod "Written question with sample business terms"@en ; dcterms:source "Data-management practice used by the stage 3 reference and review checklist; formerly data-modelling K-255"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-356" ; rdfs:label "Explains essential and delimiting characteristics"@en ; skos:prefLabel "Explains essential and delimiting characteristics"@en ; skos:definition "The characteristics every instance has and the ones telling the concept from its siblings."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "essential characteristic"@en ; edu:expectedResult "The characteristics every instance has and the ones telling the concept from its siblings"@en ; edu:assessmentCriterion "Decides for sample definitions whether they are too broad or too narrow"@en ; edu:assessmentMethod "Written question with sample business terms"@en ; dcterms:source "Data-management practice used by the stage 3 reference and review checklist; formerly data-modelling K-256"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-357" ; rdfs:label "Explains subject fields and field-specific concepts"@en ; skos:prefLabel "Explains subject fields and field-specific concepts"@en ; skos:definition "When a concept belongs to one field and is marked, and when it is general."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "subject field"@en ; edu:expectedResult "When a concept belongs to one field and is marked, and when it is general"@en ; edu:assessmentCriterion "Decides for sample concepts whether a field restriction is right"@en ; edu:assessmentMethod "Written question with sample business terms"@en ; dcterms:source "Data-management practice used by the stage 3 reference and review checklist; formerly data-modelling K-257"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-313" ; rdfs:label "Writes an intensional definition of a business term"@en ; skos:prefLabel "Writes an intensional definition of a business term"@en ; skos:definition "Rewrites a defective definition as superordinate concept plus delimiting characteristics."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Writes"@en ; edu:targetObject "intensional definition"@en ; edu:expectedResult "A definition naming the superordinate concept and delimiting characteristics, passing substitution"@en ; edu:assessmentCriterion "The definition is positive, systematic, neither too broad nor too narrow, and substitutes for its term in a sentence"@en ; edu:assessmentMethod "skill-tests task: Loan application glossary (business term creation skills)"@en ; dcterms:source "Graded on its own by the stage 3 skill-tests task; no review-checklist row names it; formerly data-modelling K-213"@en ; edu:appliesKnowledge ; edu:appliesKnowledge ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-381" ; rdfs:label "Recognises an ambiguous business term in a data requirement"@en ; skos:prefLabel "Recognises an ambiguous business term in a data requirement"@en ; skos:altLabel "Ambiguous term (data requirement)"@en ; skos:definition "A business word that has two meanings in the organisation, or a qualifier nobody has defined. Two readers would select different records."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "ambiguous business term"@en ; edu:expectedResult "The term and its competing meanings"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: \"Store the address of every active customer.\" (active since when? by which measure?) Acceptable: \"Store the address of every customer who holds an open account.\" Or keep active customer, mark it for the glossary and add an `open_question` until it is defined."@en ; edu:assessmentMethod "skill-tests task: Loan application data requirements (data requirement capture skills)"@en ; dcterms:source "Shared-URI copy of data-modelling K-104 (Review checklist 01-requirements, row 4; 29148 5.2.5 (unambiguous))"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-382" ; rdfs:label "Explains singular and unambiguous requirement statements"@en ; skos:prefLabel "Explains singular and unambiguous requirement statements"@en ; skos:definition "One testable claim per requirement, about a named subject, with one reading and no unasked exceptions (ISO/IEC/IEEE 29148)."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "singular and unambiguous requirement"@en ; edu:expectedResult "One testable claim per requirement, about a named subject, with one reading and no unasked exceptions (ISO/IEC/IEEE 29148)"@en ; edu:assessmentCriterion "Classifies sample statements as singular and unambiguous or not and names the defect"@en ; edu:assessmentMethod "Written question with sample data requirements"@en ; dcterms:source "Shared-URI copy of data-modelling K-151 (Data-management practice used by the stage 1 reference and review checklist)"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-383" ; rdfs:label "Recognises inconsistent terminology across the register"@en ; skos:prefLabel "Recognises inconsistent terminology across the register"@en ; skos:altLabel "Inconsistent terminology (data requirement)"@en ; skos:definition "The same thing under different words in different requirements (payer, counterparty, account holder used interchangeably), or one word for two things. Stage 2 will either merge things that differ or split one thing in two."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "one thing under several words, or one word for several things"@en ; edu:expectedResult "The variant words and the term to agree with the steward"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: `DR-004` speaks of the disputes specialist and `DR-12` of payments handlers, and nothing says whether they are one role or two Acceptable: One word per thing across the register, chosen with the steward; the variants listed for stage 2 as synonyms."@en ; edu:assessmentMethod "skill-tests task: Loan application data requirements (data requirement capture skills)"@en ; dcterms:source "Shared-URI copy of data-modelling K-124 (Review checklist 01-requirements, row 24; 29148 5.2.6 (comprehensible))"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-384" ; rdfs:label "Explains equivalence relations and preferred terms"@en ; skos:prefLabel "Explains equivalence relations and preferred terms"@en ; skos:definition "Synonyms and variants of one concept under one preferred term."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "equivalence relation"@en ; edu:expectedResult "Synonyms and variants of one concept under one preferred term"@en ; edu:assessmentCriterion "Groups sample terms by concept and picks the preferred term"@en ; edu:assessmentMethod "Written question with sample taxonomies"@en ; dcterms:source "Shared-URI copy of data-modelling K-456 (Data-management practice used by the stage 4 reference and review checklist)"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-385" ; rdfs:label "Recognises a guess recorded as fact"@en ; skos:prefLabel "Recognises a guess recorded as fact"@en ; skos:altLabel "Guess recorded as fact (data requirement)"@en ; skos:definition "A gap in the source filled with a plausible value and no `open_question`. Also: a requirement reverse-engineered from an existing schema or sample data, recorded as a business need."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "filled-in gap or reverse-engineered requirement"@en ; edu:expectedResult "The guessed content and the open question it should be"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: \"Payment references are unique.\" taken from a unique index in the legacy database, `stakeholder: Payments Ops`, `status: confirmed` Acceptable: `source.document: \"existing system: PAYMENTS_DB DDL\"`, `status: draft`, `rationale: \"describes current behaviour, not confirmed as a business need\"`, plus an `open_question` for Payments Ops."@en ; edu:assessmentMethod "skill-tests task: Loan application data requirements (data requirement capture skills)"@en ; dcterms:source "Shared-URI copy of data-modelling K-119 (Review checklist 01-requirements, row 19; Stage 1 (record what you did not get))"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-386" ; rdfs:label "Explains requirement attributes and traceability"@en ; skos:prefLabel "Explains requirement attributes and traceability"@en ; skos:definition "What each attribute records and why a requirement without it cannot be managed."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "source, priority, status, rationale and trace of a requirement"@en ; edu:expectedResult "What each attribute records and why a requirement without it cannot be managed"@en ; edu:assessmentCriterion "Fills in and checks the attributes of sample requirements"@en ; edu:assessmentMethod "Written question with sample data requirements"@en ; dcterms:source "Shared-URI copy of data-modelling K-154 (Data-management practice used by the stage 1 reference and review checklist)"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-387" ; rdfs:label "Recognises a missing or wrong requirement trace"@en ; skos:prefLabel "Recognises a missing or wrong requirement trace"@en ; skos:altLabel "Trace missing or wrong (data requirement)"@en ; skos:definition "A confirmed `must` requirement that no business term (stage 2) and, later, no physical column realises: the business asked, everyone agreed, nothing was built. Also a `terms` link to a term that does not realise the requirement, which passes every script check and traces the need to the wrong thing."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Recognises"@en ; edu:targetObject "trace from requirement to term or column"@en ; edu:expectedResult "The confirmed requirement nothing realises, or the wrong trace"@en ; edu:assessmentCriterion "Flags the deficient case and passes the acceptable one. Deficient: `DR-004` (disputes specialist), `must`, `confirmed`, `terms: []`. `DR-002` (settlement currency) citing `BT-002` Payment Payment Value Date Acceptable: `DR-004` citing the Disputes Specialist term, carried through to a column, or deliberately deferred with a reason. `DR-002` citing `BT-007` Settlement Currency."@en ; edu:assessmentMethod "skill-tests task: Loan application data requirements (data requirement capture skills)"@en ; dcterms:source "Shared-URI copy of data-modelling K-133 (Review checklist 01-requirements, row 33; `REQ-008`, `TRC-001`)"@en ; edu:appliesKnowledge ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:Knobit ; dcterms:identifier "M-1801" ; rdfs:label "Explains the rules for defining a concept"@en ; skos:prefLabel "Explains the rules for defining a concept"@en ; skos:altLabel "Selgitab mõiste defineerimise reegleid"@en ; skos:definition "Explains how a concept is delimited by a definition - the nearest superordinate concept and the distinguishing characteristic; does not cover writing a definition."@en ; edu:knobitType ; edu:contextFunction ; edu:creationMethod ; edu:graphRelevance ; edu:graphRelevance ; edu:graphRelevance ; edu:actionVerb "Explains"@en ; edu:targetObject "the rules for defining a concept (nearest superordinate concept and distinguishing characteristic)"@en ; edu:expectedResult "An explanation of the rules of definition"@en ; edu:assessmentCriterion "Names the parts of a definition and two common errors (too broad, circular definition)"@en ; edu:assessmentMethod "Multiple-choice question"@en ; dcterms:source "Copy of k12 knobit K12-11128 of the Estonian national curriculum register pk-valikained (product k12-curriculum, skills/knobits/k12/pk-valikained.yaml), Põhikooli RÕK, Teadusliku mõtlemise alused, III kooliaste, õpiväljund 11053; fingerprint translated from Estonian"@en ; schema:creativeWorkStatus "accepted" ; schema:isPartOf ; edu:conformsToProfile . a edu:LearningOutcome ; dcterms:identifier "MO-1" ; rdfs:label "States metadata requirements as use cases with users, sources and achievable freshness"@en ; dcterms:description "Stage 1 of the metadata-management skill: States metadata requirements as use cases with users, sources and achievable freshness; produces 01-requirements/use-cases.yaml."@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit . a edu:LearningOutcome ; dcterms:identifier "MO-2" ; rdfs:label "Models the metadata classes and relationships the sources can populate and the glossary can hold"@en ; dcterms:description "Stage 2 of the metadata-management skill: Models the metadata classes and relationships the sources can populate and the glossary can hold; produces 02-metamodel/metamodel.yaml."@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit . a edu:LearningOutcome ; dcterms:identifier "MO-3" ; rdfs:label "Defines business terms in a glossary, free of circularity, homonyms and hidden rules"@en ; dcterms:description "Stage 3 (Business glossary) of the metadata-management skill: Defines business terms in a glossary, free of circularity, homonyms and hidden rules; produces 03-glossary/business-terms.yaml. Formerly stage 2 of the data-modelling skill (data-modelling LO-2)."@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit . a edu:LearningOutcome ; dcterms:identifier "MO-4" ; rdfs:label "Describes each catalogued object so a stranger can use it and knows whom to call"@en ; dcterms:description "Stage 4 of the metadata-management skill: Describes each catalogued object so a stranger can use it and knows whom to call; produces 04-catalogue/catalogue.yaml."@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit . a edu:LearningOutcome ; dcterms:identifier "MO-5" ; rdfs:label "Traces every number at column level from source to report, through views and manual steps"@en ; dcterms:description "Stage 5 of the metadata-management skill: Traces every number at column level from source to report, through views and manual steps; produces 05-lineage/lineage.yaml."@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit . a edu:LearningOutcome ; dcterms:identifier "MO-6" ; rdfs:label "Finds every object a change reaches, the effect on it and whom to tell"@en ; dcterms:description "Stage 6 of the metadata-management skill: Finds every object a change reaches, the effect on it and whom to tell; produces 06-impact/impact.yaml."@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit . a edu:Question ; dcterms:identifier "MD-301" ; rdfs:label "business-terms C1: homonym split into two terms"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit , ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-302" ; rdfs:label "business-terms C2a: too-narrow definition widened"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-303" ; rdfs:label "business-terms C2b: synonym recorded, not a separate term"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-304" ; rdfs:label "business-terms C3: unstated bases raised, not invented"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-305" ; rdfs:label "business-terms I1a: definitions defined by each other fixed"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-306" ; rdfs:label "business-terms I1b: definition restating its name fixed"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-307" ; rdfs:label "business-terms I2: negative definition rewritten positively"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit , ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-308" ; rdfs:label "business-terms I3: rule and process content moved out of a definition"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-309" ; rdfs:label "business-terms I4a: hidden definition extracted"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-310" ; rdfs:label "business-terms I4b: property-only basis generalised"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-311" ; rdfs:label "business-terms I5: incomplete list replaced by an intensional definition"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit , ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-312" ; rdfs:label "business-terms I6: too-broad definition narrowed"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit , ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-313" ; rdfs:label "business-terms I7: definitions pass substitution"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-314" ; rdfs:label "business-terms Q1: every term traced only to requirements using it"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-1801" ; rdfs:label "Rules of definition"@en ; schema:text "Which description consists of the main parts of a definition? (a) the nearest superordinate concept and the distinguishing characteristic; (b) only the name of the concept; (c) repeating the concept; (d) only an example"@en ; schema:learningResourceType "multiple_choice" ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-150" ; rdfs:label "mm-requirements-use-cases C1a: a use case with no needs (UC-104) given document metadata from the document management system"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit , ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-151" ; rdfs:label "mm-requirements-use-cases C1b: load run and row count with no source (UC-105) given an operational source, the scheduler run log"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-152" ; rdfs:label "mm-requirements-use-cases C1c: report view counts harvested for no use case (MX-106) retired or given a use case"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-153" ; rdfs:label "mm-requirements-use-cases C2a: same-day lineage from a quarterly wiki (UC-101, MX-102) replaced by SQL parsing on deployment"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-154" ; rdfs:label "mm-requirements-use-cases C2b: classifier-inferred personal data classes published as approved (MX-107) made candidates until confirmed"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-155" ; rdfs:label "mm-requirements-use-cases C2c: curated workbook steps with a vacant curator (MX-104) given a curator who holds the role"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-156" ; rdfs:label "mm-requirements-use-cases C3a: a use case with no user (UC-106) given the role that acts on the answer"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-157" ; rdfs:label "mm-requirements-use-cases C3b: a home page tile driven by the licence (UC-109) retired or rewritten as a question with a business driver"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit , ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-158" ; rdfs:label "mm-requirements-use-cases I1a: lake files needed within minutes (UC-108) served from the ingest metastore, not a weekly file scan"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-159" ; rdfs:label "mm-requirements-use-cases I1b: attribute definitions retyped from the modelling tool (MX-110) harvested from its repository or XMI"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit , ] ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit , ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-160" ; rdfs:label "mm-requirements-use-cases I1c: a failing core banking scan nobody noticed (MX-111) given load monitoring with an owner"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-161" ; rdfs:label "mm-requirements-use-cases I1d: lineage for ECB inspectors delivered in a portal they cannot reach (UC-102) handed over as a report"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit , ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-162" ; rdfs:label "mm-requirements-use-cases I2a: a hybrid metadata architecture, with the live lake metastore as its reason"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-163" ; rdfs:label "mm-requirements-use-cases I2b: strategy scope from the use cases, not from what the licence can reach"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-164" ; rdfs:label "mm-requirements-use-cases I2c: the principle that metadata is the catalogue team's job replaced by business accountability"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-165" ; rdfs:label "mm-requirements-use-cases I2d: phases that start with stakeholder interviews and a source assessment and implement by priority"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-166" ; rdfs:label "mm-requirements-use-cases I3a: a business sponsor and allocated, trained curation effort"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-167" ; rdfs:label "mm-requirements-use-cases I3b: metrics of metadata against its use, not counts of objects harvested"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-168" ; rdfs:label "mm-requirements-use-cases I3c: the risks of poor metadata the draft shows, beyond licence cost"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-350" ; rdfs:label "mm-glossary-quality C1: three terms defined in a ring found and the ring broken"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-351" ; rdfs:label "mm-glossary-quality C2a: lending-only interest rate generalised for deposits"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-352" ; rdfs:label "mm-glossary-quality C2b: genuinely card-specific term kept with its field mark"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-353" ; rdfs:label "mm-glossary-quality C3a: statement line freed from current account statements"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-354" ; rdfs:label "mm-glossary-quality C3b: kind-of and part-of relations in the concept system corrected"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-355" ; rdfs:label "mm-glossary-quality I1a: non-essential characteristics dropped from a too-narrow definition"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-356" ; rdfs:label "mm-glossary-quality I1b: delimiting characteristic added to a too-broad definition, sound one kept"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit , ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-357" ; rdfs:label "mm-glossary-quality I2a: definition without a superordinate concept recast"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-358" ; rdfs:label "mm-glossary-quality I2b: rate defined as a set of customers fails substitution"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-359" ; rdfs:label "mm-glossary-quality I3a: incomplete member list replaced by an intensional definition"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-360" ; rdfs:label "mm-glossary-quality I3b: complete extensional definition left alone"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-361" ; rdfs:label "mm-glossary-quality I4: two names for one concept merged under the preferred term"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-362" ; rdfs:label "mm-glossary-quality I5a: compound requirement split, singular ones left"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-363" ; rdfs:label "mm-glossary-quality I5b: approved requirement without source or owner reported"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-250" ; rdfs:label "mm-metamodel C1a: business meaning moved off the column class to the term link"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-251" ; rdfs:label "mm-metamodel C1b: column represents one term (N:1), per the 11179-3 data element"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-252" ; rdfs:label "mm-metamodel C2a: term class holds the glossary name and steward-owned definition, read-only"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-253" ; rdfs:label "mm-metamodel C2b: term class keeps id and steward and gains the trace links"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-254" ; rdfs:label "mm-metamodel C3a: two classes for one table merged, the other name an alias"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-255" ; rdfs:label "mm-metamodel C3b: report-uses-column relationship given its populating sources"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-256" ; rdfs:label "mm-metamodel I1a: people-written report purpose given an owner"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-257" ; rdfs:label "mm-metamodel I1b: class serving no use case retired or raised to stage 1"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-258" ; rdfs:label "mm-metamodel I2: quality result class moved to the operational layer"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-259" ; rdfs:label "mm-metamodel I3: manual step mapped to prov:Activity"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-260" ; rdfs:label "mm-metamodel I4: shared data set split from its deliveries (dcat:Distribution)"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-450" ; rdfs:label "mm-catalogue-entries C1a: column description restating its name found and rewritten from the steward's note"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-451" ; rdfs:label "mm-catalogue-entries C1b: table description restating its name found and rewritten to say what a row is"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-452" ; rdfs:label "mm-catalogue-entries C2a: owner named as a person who has left replaced by a role with a current holder"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-453" ; rdfs:label "mm-catalogue-entries C2b: owner role whose holder has left reported or raised, no successor invented"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-454" ; rdfs:label "mm-catalogue-entries C3a: classification disagreeing with the register row it cites replaced by data-security's level"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-455" ; rdfs:label "mm-catalogue-entries C3b: classification set in the catalogue with no source taken from the register"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-456" ; rdfs:label "mm-catalogue-entries I1a: entry harvested longer ago than the nightly schedule allows reported stale"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-457" ; rdfs:label "mm-catalogue-entries I1b: stale entry flagged and re-harvest asked for, not repaired by hand or retired"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-458" ; rdfs:label "mm-catalogue-entries I2a: two entries with one physical reference reported, same-name report left alone"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-459" ; rdfs:label "mm-catalogue-entries I2b: duplicate entries merged into one entry with both sources, the other retired"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-460" ; rdfs:label "mm-catalogue-entries I3: business column with no glossary term linked, technical column left without one"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-461" ; rdfs:label "mm-catalogue-entries I4: manual-step entry with no location, procedure or owner completed from the owner's note"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-550" ; rdfs:label "mm-column-lineage C1: workbook re-keying drawn as a manual path, not an automated import"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-551" ; rdfs:label "mm-column-lineage C2: view columns resolved to base columns with the view logic"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-552" ; rdfs:label "mm-column-lineage C3: table-level edge to the NPL ratio replaced by column edges"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-553" ; rdfs:label "mm-column-lineage I1a: edge from an uncatalogued column re-pointed to the staging column"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-554" ; rdfs:label "mm-column-lineage I1b: source-to-staging edge cites the mapping it implements"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-555" ; rdfs:label "mm-column-lineage I2: placeholder logic replaced by the job logic"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-650" ; rdfs:label "mm-impact-analysis C1: Board arrears report two hops past the view added with its owner"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-651" ; rdfs:label "mm-impact-analysis C2a: IFRS 9 staging workbook past the manual export added with its owner"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-652" ; rdfs:label "mm-impact-analysis C2b: FINREP return past the re-keying step added with its owner"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-653" ; rdfs:label "mm-impact-analysis C3: days past due change classed semantic, effects stated per object"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-654" ; rdfs:label "mm-impact-analysis I1a: collections feed with no owner given the register owner"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-655" ; rdfs:label "mm-impact-analysis I1b: collections dashboard with no action given its owner's action"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-656" ; rdfs:label "mm-impact-analysis I2: Mortgage LTV report outside the closure taken out"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a edu:Question ; dcterms:identifier "MD-657" ; rdfs:label "mm-impact-analysis I3: authorisation conditional on the owners informed and their actions agreed"@en ; edu:solvableWith [ a edu:KnobitSet ; edu:memberKnobit ] ; schema:isPartOf . a schema:CreativeWork ; dcterms:identifier "REF-1" ; dcterms:title "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management"@en ; dcterms:publisher "DAMA International" ; schema:version "2nd edition, revised (DMBOK2/RE)" ; skos:note "target level: CDMP Practitioner: the Metadata Management specialist exam (DAMA International)"@en . a edu:LearningOutcome ; dcterms:identifier "MV-1" ; rdfs:label "Business drivers"@en ; dcterms:description "Why an organisation manages metadata."@en ; skos:notation "1.1" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 1.1"@en ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-2" ; rdfs:label "Goals and principles"@en ; dcterms:description "What metadata management aims at and the principles guiding it."@en ; skos:notation "1.2" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 1.2"@en ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-3" ; rdfs:label "Metadata and the types of metadata"@en ; dcterms:description "Metadata as data about data, and the business, technical and operational kinds."@en ; skos:notation "1.3.1-1.3.2" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 1.3.1-1.3.2"@en ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-4" ; rdfs:label "The ISO/IEC 11179 metadata registry standard"@en ; dcterms:description "Registries, registered items, their structure, definitions, roles and registration status."@en ; skos:notation "1.3.3" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 1.3.3"@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-5" ; rdfs:label "Metadata for unstructured data"@en ; dcterms:description "Describing documents and content."@en ; skos:notation "1.3.4" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 1.3.4"@en ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-6" ; rdfs:label "Sources of metadata"@en ; dcterms:description "The tools and repositories metadata is captured from, and how."@en ; skos:notation "1.3.5" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 1.3.5"@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-7" ; rdfs:label "The business glossary as a metadata source"@en ; dcterms:description "Business terms with definitions, stewards and links, free of circularity and hidden concepts."@en ; skos:notation "1.3.5" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 1.3.5"@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-8" ; rdfs:label "Types of metadata architecture"@en ; dcterms:description "Centralised, distributed, hybrid and bi-directional."@en ; skos:notation "1.3.6" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 1.3.6"@en ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-9" ; rdfs:label "Define the metadata strategy"@en ; dcterms:description "Scope by use case and value, and the steps to a phased plan."@en ; skos:notation "2.1" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 2.1"@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-10" ; rdfs:label "Understand metadata requirements"@en ; dcterms:description "The questions users need metadata to answer, and what that needs."@en ; skos:notation "2.2" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 2.2"@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-11" ; rdfs:label "Define the metadata architecture: create the metamodel"@en ; dcterms:description "Classes, attributes and relationships the repository holds, each populated by a source."@en ; skos:notation "2.3.1" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 2.3.1"@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-12" ; rdfs:label "Define the metadata architecture: apply metadata standards"@en ; dcterms:description "Industry and international standards for metamodels, registries and resource description."@en ; skos:notation "2.3.2" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 2.3.2"@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-13" ; rdfs:label "Define the metadata architecture: manage metadata stores"@en ; dcterms:description "Operating the repository: loads, schedules, currency, service levels."@en ; skos:notation "2.3.3" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 2.3.3"@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-14" ; rdfs:label "Create and maintain metadata"@en ; dcterms:description "Curating metadata of known quality: descriptions, owners, terms, status."@en ; skos:notation "2.4" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 2.4"@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-15" ; rdfs:label "Integrate metadata"@en ; dcterms:description "Harvesting and consolidating metadata from many sources into one view."@en ; skos:notation "2.4.1" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 2.4.1"@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-16" ; rdfs:label "Distribute and deliver metadata"@en ; dcterms:description "Getting metadata to the people and tools that use it."@en ; skos:notation "2.4.2" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 2.4.2"@en ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-17" ; rdfs:label "Query, report and analyse metadata"@en ; dcterms:description "Using the repository to answer questions about data."@en ; skos:notation "2.5" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 2.5"@en ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-18" ; rdfs:label "Tools"@en ; dcterms:description "Metadata repository management tools."@en ; skos:notation "3" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 3"@en ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-19" ; rdfs:label "Techniques: data lineage"@en ; dcterms:description "Tracing data from source to report through every hop."@en ; skos:notation "4.1" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 4.1"@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-20" ; rdfs:label "Techniques: impact analysis"@en ; dcterms:description "Finding everything a change reaches and who must act."@en ; skos:notation "4.1" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 4.1"@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-21" ; rdfs:label "Techniques: metadata for big data ingest"@en ; dcterms:description "Capturing metadata as data lands in a lake."@en ; skos:notation "4.2" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 4.2"@en ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-22" ; rdfs:label "Implementation: readiness and risk assessment"@en ; dcterms:description "Assessing maturity and risk before starting."@en ; skos:notation "5.1" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 5.1"@en ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-23" ; rdfs:label "Implementation: organisational and cultural change"@en ; dcterms:description "Making people curate and use metadata."@en ; skos:notation "5.2" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 5.2"@en ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-24" ; rdfs:label "Metadata governance: process controls"@en ; dcterms:description "Who curates and approves metadata, and the status an item has until confirmed."@en ; skos:notation "6.1" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 6.1"@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-25" ; rdfs:label "Metadata governance: documentation of metadata solutions"@en ; dcterms:description "An inventory of metadata sources: what each holds, how it is captured, by whom, how often."@en ; skos:notation "6.2" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 6.2"@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-26" ; rdfs:label "Metadata governance: standards and guidelines"@en ; dcterms:description "The organisation's own rules for metadata, such as how definitions are written."@en ; skos:notation "6.3" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 6.3"@en ; edu:includesKnobit ; edu:includesKnobit ; edu:includesKnobit ; schema:isPartOf . a edu:LearningOutcome ; dcterms:identifier "MV-27" ; rdfs:label "Metadata governance: metrics"@en ; dcterms:description "Measuring metadata management."@en ; skos:notation "6.4" ; dcterms:source "DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 12: Metadata Management, 6.4"@en ; edu:includesKnobit ; schema:isPartOf .