Introduction
The recent 30% drop in user engagement for CB Insights's Market Map feature is a significant issue that requires immediate attention and a thorough root cause analysis. As we delve into this problem, we'll systematically examine potential factors, generate data-driven hypotheses, and develop a comprehensive plan to address the underlying causes and restore user engagement.
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 could directly impact user behavior. Expected answer: Yes, there was a UI refresh. Impact on approach: If confirmed, we'd focus on UI/UX issues in our analysis.
Why it matters: Helps identify if the issue is global or specific to certain users. Expected answer: Enterprise users are more affected than small business users. Impact on approach: We'd prioritize investigating enterprise-specific features or use cases.
Why it matters: Ensures we're analyzing the correct metric and its components. Expected answer: Engagement is measured by time spent on the feature and number of interactions. Impact on approach: We'd break down the analysis into these specific engagement components.
Why it matters: Rules out technical issues in data collection. Expected answer: No changes to the analytics system. Impact on approach: If confirmed, we can focus on actual user behavior changes rather than data collection issues.
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