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GOOGLE-ANALYTICS5 MIN READ

Sort Attribution Claims by Evidence Strength

Classify attribution claims by whether GA4 can support the conclusion.

Sort the attribution statements by evidence strength. Supported by GA4 credit Needs model caveat Requires experiment Unsupported overclaim Paid search received 42% of key-event credit under the selected reporting model Email appears stronger under data-driven attribution than last-click Retargeting caused incremental revenue beyond users who would have bought anyway Organic social deserves zero budget because last-click credit is low Changing lookback windows may change channel credit A geo holdout could test whether YouTube spend lifts branded search

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