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Product Management Root Cause Analysis Question: Investigating AppLovin MAX platform's user retention decrease
Image of author vinay

Vinay

Updated Dec 3, 2024

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Why has user retention for AppLovin's MAX mediation platform decreased by 15% this quarter?

Data Analysis Problem Solving Strategic Thinking Ad Tech Mobile Apps SaaS
Product Analytics User Retention Root Cause Analysis Ad Tech AppLovin

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)

  • Looking at the timing, I'm thinking there might be a seasonal component. Has this decrease been observed in previous Q3 periods?

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.

  • Considering user segments, I'm wondering if this decrease is uniform across all user types. Are we seeing a more significant drop in any particular user segment (e.g., app developers, advertisers)?

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.

  • Thinking about recent changes, have there been any significant updates to the MAX platform or its competitors in the last quarter?

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.

  • Considering data integrity, has there been any change in how we measure or define user retention for MAX?

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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