Turn a Funnel Drop-Off Into a Test Plan

A funnel step has a large drop-off and several teams propose competing fixes. Localize the drop-off, form the smallest causal hypothesis, test, then decide. The common trap is treating the drop-off location as the root cause and shipping a large redesign without segment evidence. Shipping step is broken; redesign the entire checkout. Mobile users in two regions fail address validation; test copy and validation rules; decide if payment-step completion improves by 8%. Locate Identify the first step where completion diverges. The first break is more useful than the final purchase number. Segment Break down by device, region, campaign, or plan.…

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