Observational Data

Data collected passively from real-world behavior, including ad spend logs, site visits, and revenue, rather than through controlled experiments. MMMs rely on observational data and account for confounding factors (seasonality, promotions, macroeconomic conditions) to infer causal relationships. The quality of observational data directly affects the reliability of MMM outputs.