Key Takeway

Data privacy regulations that restrict individual-level tracking and targeting have renewed interest in aggregate marketing mix models (MMMs) to evaluate marketing effectiveness. Current methods conflate linear and time-varying models that have very different implications for resource allocation. Experiments can help marketers distinguish between and choose the appropriate model for optimization.