Introduction
Comscore's Plan Metrix Multi-Platform subscriber engagement drop of 15% over the past quarter is a significant issue that requires immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for the product and business.
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: Seasonal trends could explain fluctuations in engagement. Expected answer: Yes, this drop is unusual compared to previous years. Impact on approach: If seasonal, we'd focus on year-over-year comparisons rather than quarter-over-quarter.
Why it matters: Platform-specific issues could point to technical or UX problems. Expected answer: The drop varies across platforms, with mobile seeing a larger decrease. Impact on approach: We'd prioritize investigating the most affected platforms first.
Why it matters: Engagement drops often precede churn, which directly impacts revenue. Expected answer: Churn has increased slightly but not proportionally to the engagement drop. Impact on approach: We'd need to investigate why engagement is dropping even for retained subscribers.
Why it matters: New features or UI changes can sometimes unintentionally disrupt user workflows. Expected answer: A major UI overhaul was implemented at the beginning of the quarter. Impact on approach: We'd focus on analyzing user feedback and behavior patterns related to the new UI.
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