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    Enterprise vs. Project-Level Conceptual Data Modeling

    By Pete Stiglich Compares enterprise conceptual data models (covering broad domains and shared definitions) with project-level conceptual models (scoped to a specific initiative). It notes…

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

    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

    Performance Benefits of Surrogate Keys in Dimensional Models

    By Pete Stiglich Explains why dimensional warehouses typically use surrogate keys in dimensions instead of relying on natural keys from source systems. Small numeric surrogate…

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

    Realizing Optimal Value from Cloud Migration

    By Pete Stiglich Focuses on how cloud migrations deliver the most value when they are coupled with architectural modernization rather than simple ‘lift and shift.’…

    Posted on 12/26/202512/31/2025
    • Cloud Migration

    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 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

    Posts pagination

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    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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    • Big Data
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    • Data Architecture
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    • Data Governance
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    • Data Quality
    • Semantics
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