Key Takeway

Marketing mix models developed for the era of TV, radio and print advertising struggle in today’s complex media environment, compounded by the loss of individual-level data. A two-stage approach using machine learning classification to predict directional changes followed by classical time-series techniques can extract meaningful patterns from noisy, aggregated data.