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Data Enablement (Data Governance (Data Stewardship (Data Integrity…

- - - - Data Catalog (field occurrences)
        
        Trustworthiness
        
        Latency
        
        Lineage
        
        Sensitivity
        
        Preparation
        
        Access
        
        Privacy
        
        Security constraints
        
        Subject Expertise
        
        People/Roles
        
        Data Curator
        
        Data Governor
        
        Data Steward
        
        Data Owner
        
        Subject Matter Expert
        
        Data Consumer
        
        Crowdsourcing/tribal knowledge
        
        Automated collection
      - Business Glossary (business terms)
      - Data Dictionary (element definitions)
    - - Proactive notification
    - - Issue Remediation
        
        Standardize
        
        Dedupe
      - Issue Identification
        
        Crowdsourced
        
        Policy violation
      - Issue Prevention
        
        UI/UX
        
        Validation rules
        
        Picklists/selectors
        
        Dependent picklists
        
        Field normalization (e.g. First, Last Name vs. Full Name)
        
        Required fields
        
        Interventions
        
        PMO checkpoint
        
        Change control checkpoint
      - Data Quality Measurement
        
        Ongoing monitoring
      - Assessment
        
        Completeness
        
        Uniqueness
        
        Timeliness
        
        Validity
        
        Accuracy
        
        Consistency
      - Enrichment
    - - Statistical descriptions: min, max, ...
      - Nullability
      - Values distribution
      - Data character analysis: length, percent >, <, =0
    - - By subject area
      - By function
      - By business process
      - By system
      - By project