Introduction
The recent 15% drop in daily active users for Amplitude's Cohorts feature over the past week is a concerning trend that requires immediate attention and thorough analysis. To address this issue, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both short-term fixes and long-term strategic implications.
Framework overview
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Recent changes often correlate with usage fluctuations. Expected answer: Yes, a minor UI update was released. Impact on approach: If confirmed, we'd focus on the update's impact on user experience.
Why it matters: Helps identify if the issue is global or segment-specific. Expected answer: The drop is more significant among enterprise users. Impact on approach: We'd prioritize investigating enterprise-specific factors.
Why it matters: Ensures we're working with consistent, accurate data. Expected answer: No changes in metric definition or tracking. Impact on approach: If changed, we'd need to reassess the validity of the 15% drop.
Why it matters: External factors can sometimes explain internal metrics. Expected answer: No major industry shifts, but a competitor launched a similar feature. Impact on approach: We'd consider competitive pressure in our analysis.
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