knobit.org

Data quality

edu:Competence

https://knobit.org/id/competence/data-quality

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consists ofSet the data quality strategy and framework
consists ofSelect the critical data elements
consists ofDocument data rules in SBVR
consists ofDerive data quality rules
consists ofProfile and assess data quality
consists ofAnalyse the root causes
consists ofManage data quality issues
consists ofSet data quality service levels and the scorecard
dcterms:licensehttps://creativecommons.org/licenses/by/4.0/
owl:sameAshttps://bitbucket.org/reffa/ontology/id/competence/data-quality
rdfs:commentData quality management end to end — critical data elements (BCBS 239), data rules as SBVR statements with their enforcement, DQ rules derived from them against the physical model, profiling and assessment (ISO/IEC 25012, 25024), root cause analysis, issue management with impact-based severity and verified closure, and SLAs and scorecards that cannot hide a failing critical element, plus a standalone DQ strategy — each a YAML file gated by an anomaly review checklist. Use it whenever the user mentions data quality, a DQ strategy, critical data elements, business or data rules, SBVR, DQ rules or checks, BCBS 239 accuracy, profiling results, null rates, DQ dimensions, a root cause, a DQ issue log, DQ SLAs or a scorecard, or numbers that "look fine" but feel wrong — or hands over rules, profiling output, an issue log or a scorecard for review. en
rdfs:labelAndmekvaliteet et
rdfs:labelData quality en
related topicData quality (DAMA-DMBOK2 chapter 13)

Used by

related learning outcomedata-quality skill (SKILL.md)
related learning outcomeCheck codes
related learning outcomeData quality file schemas
related learning outcomeTests of the data-quality skill
requires competenceData quality analyst