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    Data Principles LLC

    Value of Using a Data Management Methodology

    By Anne Marie Smith, Ph.D., CBIP, ARM, FIDM, FIIM What is a methodology? A common definition is: A system of broad principles or rules from…

    Posted on 02/02/202602/03/2026
    • Data Architecture
    • Data Governance

    Data Governance – A strategic Business and IT program

    By Pete Stiglich The document underscores the strategic importance of data governance and stewardship in enabling effective decision-making across organizations. It highlights the shared responsibility…

    Posted on 02/02/202602/02/2026
    • Data Governance

    The Semantic Web for Data Governance and Stewardship

    By Pete Stiglich Semantic Web technologies can strengthen data governance and stewardship by improving how organizations understand and connect their data. Rather than focusing only…

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

    Data Governance and Stewardship Organizations

    By Pete Stiglich Provides an example organizational structure for implementing governance and stewardship in phases, tailored to culture, size, and data complexity. It focuses on…

    Posted on 12/26/202501/06/2026
    • Data Governance
    • Editor's Choice

    Enterprise Data Management Foundations and Principles

    By Anne Marie Smith, Ph.D., CBIP, ARM, FIDM, FIIM Enterprise Data Management facilitates the management of data as a valuable asset of an enterprise. Using an…

    Posted on 12/22/202512/22/2025
    • Data Architecture
    • Data Governance

    The Importance of Teaching and Implementing Ethical Data Use in Organizations

    By Anne Marie Smith, Ph.D., CBIP, ARM, FIDM, FIIM In today’s data-driven world, organizations rely heavily on data to make strategic decisions, improve customer experiences,…

    Posted on 12/22/202512/22/2025
    • Artificial Intelligence
    • Data Governance

    The Unfinished Business of Generative AI Governance

    By Dr. Tejasvi Addagada Generative AI is no longer a siloed experiment. It is shaping customer interactions, redefining knowledge work, and altering the very nature…

    Posted on 12/22/202501/06/2026
    • Artificial Intelligence
    • Data Governance
    • Hot Topic

    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

    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

    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

    Posts pagination

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    Archives

    • February 2026
    • December 2025
    • November 2025

    Latest Posts

    • Value of Using a Data Management Methodology

      Value of Using a Data Management Methodology

      Posted on 02/02/202602/03/2026
    • Data Architecture/Data Modelling and Grand Central Station

      Data Architecture/Data Modelling and Grand Central Station

      Posted on 02/02/202603/22/2026
    • Data Governance – A strategic Business and IT program

      Data Governance - A strategic Business and IT program

      Posted on 02/02/202602/02/2026
    • Necessity of Conceptual Data Modeling for Information Quality

      Necessity of Conceptual Data Modeling for Information Quality

      Posted on 02/02/202602/02/2026
    • The Semantic Web and Information Architecture

      The Semantic Web and Information Architecture

      Posted on 02/02/202602/02/2026

    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

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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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    • Data Quality
    • Semantics
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