Observational Data

Data collected passively from real-world behaviour (e.g., spend logs, site visits, revenue) rather than experimental manipulation. MMMs rely on observational data, which makes their causal conclusions dependent on careful model design — such as controlling for confounding factors, time lags, and seasonality.