➤ How do attribution models complicate measuring ad performance?
Attribution models assign credit across touchpoints but vary by rules—last-click, first-click, linear, or data-driven. They create different conversion counts and ROAS estimates. Cross-device behavior, view-through conversions, and time decay windows further skew results. Compare models, use incrementality tests, and align business objectives to choose the most appropriate approach.
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