Navigate a multi-step problem-solving path that moves from symptom to causal test.
The metric shock Month-two SMB retention fell from 68% to 54%. Two teams have competing stories. If Aisha chooses the wrong first move, the company will spend two weeks fixing the loudest theory. The path Localize -> explain -> test -> act First-principles thinking defines what retention depends on. 5 Whys traces where that mechanism broke. Hypothesis-driven work tests the cause before scaling a fix. Shortcut Blame the nearest team A fix matched to cause Do not solve the average before you inspect the segments. 01 Localize 02 Explain 03 Test Localize the drop Step 1
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