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    Data Principles LLC

    The Conceptual Data Model – Key to Integration

    By Pete Stiglich Argues that integration succeeds when organizations align on shared business meaning, not just field mappings. A conceptual data model becomes the semantic…

    Posted on 12/26/202501/06/2026
    • Data Integration
    • Data Modeling

    The Semantic Web and Information Architecture

    By Pete Stiglich Explains how Semantic Web standards (such as RDF/OWL and related querying) can strengthen information architecture by making meaning explicit and machine-interpretable. Rather…

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

    The Semantic Web and Metadata Management

    By Pete Stiglich The EIMInstitute ‘Current Issue’ listing describes this as the third installment in a series on the Semantic Web and Enterprise Information Management…

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

    The Holy Grail of Analytics?

    By Pete Stiglich The end goal of analytics is to be able to make data-driven decisions — sooner rather than later. Of course, it is…

    Posted on 12/26/202501/06/2026
    • Analytics
    • Hot Topic

    Ignoring Your Customer

    By W H Inmon In the early days of data warehousing, I was invited to talk to a CEO and a CIO at a well-known…

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

    Know your keys!

    By Pete Stiglich One question I ask of data architects and data engineers that I’m interviewing is “What is the most important thing to know…

    Posted on 12/22/202501/06/2026
    • Data Architecture
    • Data Modeling
    • Hot Topic

    Empowering Data-Driven Decisions through Effective BI Training

    By Jeremiah Willett Data Principles is a proud partner of Qlik, a leading analytics, data integration, and AI company. Qlik Sense Cloud is designed for self-service…

    Posted on 12/22/202501/06/2026
    • Analytics
    • 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

    Data Architecture – The Differences

    By By W H Inmon Classical data architecture is dominated by structured data. Structured data was the first type of data that people had to…

    Posted on 12/22/202501/06/2026
    • Big Data
    • Data Architecture
    • Hot Topic

    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

    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

    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

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