Introduction to Marketing Mix Modeling
What is MMM?
MMM uses historical data on marketing spend, sales, and external factors to build regression models that decompose sales into contributions from:
- Base sales — organic demand without marketing
- Media channels — TV, digital, print, radio, OOH
- Promotions — discounts, coupons, offers
- External factors — seasonality, economy, weather, competition
Why MMM?
- Privacy-safe — no user-level tracking required
- Cross-channel — measures online and offline together
- Strategic — supports long-term budget allocation
- Actionable — directly tied to ROI and optimization