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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 Architecture/Data Modelling and Grand Central Station

    By W H Inmon Take a look at the subjects of data architecture and data modelling today. What do you find? A big mess. Some…

    Posted on 02/02/202603/22/2026
    • Data Architecture
    • Data Modeling

    The Semantic Web and Information Architecture

    By Pete Stiglich Explains how Semantic Web technologies enhance information architecture by adding meaning and context to data. Using semantic models and ontologies (such as…

    Posted on 02/02/202602/02/2026
    • Data Architecture
    • Semantics

    Meta Data Management and Migration to ICD-10

    By Pete Stiglich Discusses why the transition from ICD‑9 to ICD‑10 is high-stakes and complex for providers and payers: code mappings are often not 1:1,…

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

    Steps to Convert Logical to Physical Data Models

    By Pete Stiglich Explains how a logical data model is refined into a physical implementation. Typical steps include selecting DBMS-specific data types, applying naming abbreviations…

    Posted on 12/26/202501/06/2026
    • Data Architecture
    • 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

    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

    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

    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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