Marketing performance has become increasingly difficult to interpret. As organizations expand across channels, markets, and platforms, performance data has grown richer but less conclusive. Attribution reports often tell different stories depending on the lens used, while platform-level reporting consistently overstates contribution. As a result, confidence in marketing performance assessment has declined, even as analytical sophistication […]