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    Data Principles LLC

    Data Management Activities that are Critical to Trustworthy Data

    By Pete Stiglich Identifies core data management practices that enable real trust in data: strong data governance with meaningful business participation, robust data architecture and…

    Posted on 12/26/202512/26/2025
    • Data Quality

    Database inferencing to get to trusted healthcare data

    By Pete Stiglich Describes building a data-quality rule repository for a healthcare EDW program focused on ‘trusted data.’ The author explains storing configurable quality rules,…

    Posted on 12/26/202512/26/2025
    • Data Quality
    • Semantics

    Enabling High Quality Analytics through a Data Validity Dimension

    By Pete Stiglich Explains a practical dimensional-modeling pattern for handling imperfect source data without destroying analytical trust. Instead of rejecting records with invalid dates or…

    Posted on 12/26/202501/06/2026
    • Analytics
    • Data Modeling
    • Data Quality

    The Power of Dimension Placeholder Records

    By Pete Stiglich In a dimensional model, how do you handle missing or invalid values in a fact table source record that are used to…

    Posted on 12/22/202501/06/2026
    • Analytics
    • Data Modeling
    • Data Quality
    • Editor's Choice

    Examining and Refuting Some Common Data Governance Myths

    By Anne Marie Smith, Ph.D., FIDM, ADGP Many organizations are hesitant to develop a data management/data governance program since they believe common myths about the…

    Posted on 12/22/202501/06/2026
    • Data Governance
    • Data Quality
    • Editor's Choice

    Conceptual Modeling to Enhance Data Quality

    By Pete Stiglich Explores how conceptual modeling improves data quality by forcing clarity on business concepts, definitions, and the rules that connect them. By identifying…

    Posted on 12/22/202501/06/2026
    • Data Modeling
    • Data Quality

    Data Integrity in a New Light – A New View of Data Management and Ethics

    By Anne Marie Smith, Ph.D., FIDM, ADGP A new definition of data integrity focuses on an ethical approach to managing and using data, providing an…

    Posted on 12/22/202501/06/2026
    • Data Governance
    • Data Quality
    • Latest Post

    Archives

    • December 2025
    • November 2025

    Latest Posts

    • Benefits of Conceptual Data Modeling

      Benefits of Conceptual Data Modeling

      Posted on 12/26/202501/06/2026
    • The Semantic Web for Data Governance and Stewardship

      The Semantic Web for Data Governance and Stewardship

      Posted on 12/26/202512/26/2025
    • Data Governance and Stewardship Organizations

      Data Governance and Stewardship Organizations

      Posted on 12/26/202501/06/2026
    • Data Management Activities that are Critical to Trustworthy Data

      Data Management Activities that are Critical to Trustworthy Data

      Posted on 12/26/202512/26/2025
    • Data model conversion: Conceptual design to logical design using an ER model

      Data model conversion: Conceptual design to logical design using an ER model

      Posted on 12/26/202501/06/2026

    Recent News Posts

    • Dimensional Data Modeling Fact Qualifier Matrix

      Dimensional Data Modeling Fact Qualifier Matrix

      Posted on 12/26/202501/06/2026
      • Big Data
      • Data Modeling
    • Ignoring Your Customer

      Ignoring Your Customer

      Posted on 12/22/202512/22/2025
      • Big Data
      • Data Architecture
    • Data Architecture – The Differences

      Data Architecture – The Differences

      Posted on 12/22/202501/06/2026
      • Big Data
      • Data Architecture
      • Hot Topic
    • Is the Data Warehouse centralized?

      Is the Data Warehouse centralized?

      Posted on 12/22/202501/06/2026
      • Big Data
      • Data Architecture
      • Data Integration
      • Hot Topic
    • Big Data as an Archival Platform

      Big Data as an Archival Platform

      Posted on 11/05/202512/22/2025
      • Big Data
    • Big Data Security

      Big Data Security

      Posted on 11/05/202512/22/2025
      • Big Data

    Join Our Community

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    EDITOR’S CHOICE

    • Data Governance and Stewardship Organizations

      Data Governance and Stewardship Organizations

      Posted on 12/26/202501/06/2026
    • Empowering Data-Driven Decisions through Effective BI Training

      Empowering Data-Driven Decisions through Effective BI Training

      Posted on 12/22/202501/06/2026
    • The Power of Dimension Placeholder Records

      The Power of Dimension Placeholder Records

      Posted on 12/22/202501/06/2026
    • Normalization of Knowledge

      Normalization of Knowledge

      Posted on 12/22/202501/06/2026
    • Examining and Refuting Some Common Data Governance Myths

      Examining and Refuting Some Common Data Governance Myths

      Posted on 12/22/202501/06/2026

    Latest Posts

    • Qlik’s Extremely Powerful and Easy-to-use Key Driver Analysis capability

      Qlik’s Extremely Powerful and Easy-to-use Key Driver Analysis capability

      Posted on 12/22/202501/06/2026
    • The Ever Evolving LLM

      The Ever Evolving LLM

      Posted on 12/22/202501/06/2026
    • Data Integrity in a New Light – A New View of Data Management and Ethics

      Data Integrity in a New Light - A New View of Data Management and Ethics

      Posted on 12/22/202501/06/2026
    • Start Your BI Journey with the Data Model

      Start Your BI Journey with the Data Model

      Posted on 12/22/202501/06/2026

    Hot Topic

    • The Holy Grail of Analytics?

      The Holy Grail of Analytics?

      Posted on 12/26/202501/06/2026
    • Know your keys!

      Know your keys!

      Posted on 12/22/202501/06/2026
    • Data Architecture – The Differences

      Data Architecture - The Differences

      Posted on 12/22/202501/06/2026
    • Is the Data Warehouse centralized?

      Is the Data Warehouse centralized?

      Posted on 12/22/202501/06/2026
    • The Unfinished Business of Generative AI Governance

      The Unfinished Business of Generative AI Governance

      Posted on 12/22/202501/06/2026

    Data Principles LLC

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