Media Mix Modeling (MMM)

A statistical approach that uses historical, aggregated data to estimate the contribution of different marketing channels and non-marketing factors (seasonality, promotions, price, and so on) to business outcomes like revenue or conversions. MMMs quantify causation statistically rather than experimentally, which makes them scalable and privacy-safe alternatives to pixel-based attribution, with no reliance on cookies or user-level tracking.