Prognozowanie wydatków na media
1 1 related system
Modeling and forecasting the impact of marketing spend on sales outcomes and channel traffic (TV, digital, social, OOH, search), known as Marketing Mix Modeling (MMM) and Media Mix Optimization. AI/ML models help agencies and advertisers optimize budget allocation, forecast campaign ROI, and simulate scenarios. Tabular foundation models (TabPFN, TabPFN-TS) perform well with the limited historical observations typical of MMM (tens to hundreds of weeks of data).
