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EXPERIMENT-DESIGN5 MIN READ

Worked Walkthrough: From Vague Idea to Experiment Brief

Translate a vague product request into a structured experiment brief with clear hypothesis and comparison logic.

The request says, “Test smarter recommendations to improve retention,” but it does not identify the user segment, the baseline, the metric window, or the effect size that would matter. Clarify the experiment in sequence: decision -> segment -> treatment/control -> metric and MDE. Teams often jump straight from an attractive idea to implementation, which means the readout later has to guess what the test was really trying to prove. Step 1 State the decision: are we deciding whether to ship a new recommendation widget for new free users? The design starts with the decision the experiment is supposed to inform.…

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