Introduction
The 15% decrease in user retention for AppLovin's MAX mediation platform this quarter is a critical issue that demands immediate attention. As we delve into this problem, we'll employ a systematic approach to identify, validate, and address 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: Seasonal patterns could explain the retention drop and inform our solution approach. Expected answer: No significant seasonal patterns observed in previous years. Impact on approach: If seasonal, we'd focus on Q3-specific strategies; if not, we'd investigate other factors.
Why it matters: Identifying affected segments helps pinpoint specific issues and tailor solutions. Expected answer: The decrease is more pronounced among small to medium-sized app developers. Impact on approach: We'd focus on understanding and addressing the needs of this specific segment.
Why it matters: Recent changes could directly impact user experience and retention. Expected answer: A major UI overhaul was implemented two months ago. Impact on approach: We'd investigate the impact of this change on user behavior and satisfaction.
Why it matters: Ensures we're comparing apples to apples and not facing a measurement issue. Expected answer: No changes in retention measurement methodology. Impact on approach: If changed, we'd need to recalibrate our analysis; if not, we can proceed with our current understanding.
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