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The prevailing narrative in digital marketing champions data-driven decisions, yet a critical chasm exists between raw analytics and actionable human insight. This article argues that the next competitive frontier is not more data, but intelligible data. We move beyond generic "cheerful" marketing automation to dissect the specific, technical discipline of Explainable AI (XAI) for marketing attribution. In an era where 73% of consumers distrust brand use of AI (Edelman, 2023), transparency ceases to be a virtue and becomes a core operational requirement. The contrarian perspective here is that optimizing for explainability, not just predictive power, yields superior long-term ROI by…

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