This lesson explains how randomized controlled trials establish causality and how lift tests measure incremental impact. You'll explore how Brand Lift uses survey responses and Conversion Lift uses conversion events, along with the questions and data sources each solution supports. Then you'll compare attributed and incremental results in an example to see how measurement can change an investment decision.