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    Practical notes on Business-Approved Metrics, semantic drift, and AI-ready KPI governance.

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    Insights, tutorials, and updates from the Duodata team on building the universal metrics layer for modern data teams.

    The Great Spreadsheet Wars: Why Your Modern Data Stack Still Needs a Translator
    data analytics
    modern data stack

    The Great Spreadsheet Wars: Why Your Modern Data Stack Still Needs a Translator

    In this post, Shawn Johnson explains why analytics problems are really semantic problems. Different teams define the same metrics differently, dashboards drift, and trust erodes. He shows how a business-approved metrics layer brings shared meaning back to data, reduces governance friction, and gives AI the context it needs to produce reliable answers. The takeaway: speed without shared meaning is expensive chaos. Fix the context, not the pipes.

    Shawn JohnsonDec 29, 20256 min
    Creating a New Category: The Hardened Conceptual Metrics Layer
    metrics governance
    semantic drift

    Creating a New Category: The Hardened Conceptual Metrics Layer

    Metric chaos isn’t a dashboard problem; it’s a meaning problem. Learn why semantic drift happens, why AI amplifies it, and how a hardened conceptual metrics layer creates business-approved metrics everyone trusts.

    Andreas SchurchNov 4, 20254 min

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