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    Data Principles LLC

    Key insights on source data for healthcare analytics & exchanges

    By Pete Stiglich Explains why integrating healthcare datasets is hard when metadata is incomplete—especially as data exchange accelerates. The post proposes creating a standard ‘what…

    Posted on 11/05/202512/23/2025
    • Analytics
    • Data Integration

    Business Glossary – Sooner Rather than Later

    By Pete Stiglich Argues that implementing an enterprise business glossary early is one of the best investments for major data initiatives like MDM, EDW, CRM,…

    Posted on 11/05/202512/22/2025
    • Data Architecture
    • Data Governance

    Disruption caused by Data Governance?

    By Pete Stiglich Addresses the concern that governance might slow teams down or feel like a ‘roadblock.’ The post argues that data governance is inherently…

    Posted on 11/05/202512/23/2025
    • Data Governance

    Data Governance and Data Stewardship – keys to successful enterprise data initiatives

    By Pete Stiglich Explains that enterprise data initiatives succeed when business involvement is strong, and it distinguishes three kinds of involvement: stakeholders, data governance, and…

    Posted on 11/05/202512/22/2025
    • Data Architecture
    • Data Governance

    A Wish List for Data Modeling Technology

    By Pete Stiglich A practitioner’s “wish list” for what modern data-modeling tools should do better: support collaboration, manage definitions and metadata as first‑class artifacts, and…

    Posted on 11/05/202501/06/2026
    • Data Modeling

    Healthcare Data Modeling Governance

    By Pete Stiglich Discusses why healthcare environments need both strong data modeling discipline and governance to achieve trustworthy analytics and compliance. It highlights that complex…

    Posted on 11/05/202501/06/2026
    • Data Governance
    • Data Modeling

    A Low Cost Big Data Integration Option?

    By Pete Stiglich Argues that big data platforms are not a silver bullet unless organizations can understand and integrate their data effectively. After acknowledging typical…

    Posted on 11/05/202512/31/2025
    • Semantics

    Big Data as an Archival Platform

    By Pete Stiglich Explores using big data platforms as a more flexible archive approach than tapes or traditional warehouses. Operational systems purge data to meet…

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

    Big Data Security

    By Pete Stiglich Presents security as a vertical concern across the entire big data stack, not an afterthought. It notes that many big data ecosystems…

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

    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

    At Data Principles, we believe in making data powerful and accessible. Get monthly insights, practical advice, and company updates delivered straight to your inbox. Subscribe and be part of the journey!

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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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    • Artificial Intelligence
    • Big Data
    • Cloud Migration
    • Data Architecture
    • Data Modeling
    • Data Governance
    • Data Integration
    • Data Quality
    • Semantics
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