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    Build explainable and reliable models, in Excel
    Amaury Anciaux
    When models become too complex: Excel vs Power Query vs River
    If your Excel model has become slow, fragile, or difficult to update , you are not alone. Many Excel users eventually reach a point where formulas become hard to manage. The good news: you can improve...
    Mar 11, 2026
    Amaury Anciaux
    Safely combining tables in Excel: Fomulas vs. Power Query vs. River
    When you need to combine tables in Excel, the usual approach is using formulas like XLOOKUP or INDEX-MATCH . This works for small datasets that never change but is not reliable: Duplicates in the look...
    Mar 11, 2026
    Amaury Anciaux
    Quantifying the spreadsheet modeling risk
    Why quantifying modeling risk matters When testing the ideas that eventually led to River, I spoke with many analysts who build decision-support models in Excel. Almost everyone told me the same thing...
    Nov 7, 2025
    Amaury Anciaux
    12 treacherous Excel errors
    What are treacherous errors? Many formula configuration errors in Excel result in visible errors that propagate all the way down to your final output sheet. Think of using a reference to the wrong cel...
    Oct 30, 2025
    Amaury Anciaux
    The 4 critical mistakes in Excel VLOOKUP formulas
    These 4 mistakes are critical because they lead to silent errors , which are very difficult to identify and debug. The following picture shows what you should pay attention to: The truth is, this pict...
    Oct 28, 2025

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    We are a team of passionate people whose goal is to help business analysts build trusted analytical models, allowing them to reduce risks and costs, and to provide a rewarding experience for the professionals building them.

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