➤ When should a marketer use marketing mix modeling versus real-time attribution?
Use marketing mix modeling for strategic, long-term planning, channel-level ROI, and when offline media or seasonality matters. Choose real-time attribution for tactical optimization of digital campaigns and bid or creative testing. Combine both—use MMM for budgets and attribution for activation—to validate causal effects and improve short- and long-term performance.
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