Introduction
The recent decrease in Marshmallow's mobile app average session duration from 12 minutes to 8 minutes over the last month is a concerning trend that requires immediate attention. This significant 33% drop in engagement could have far-reaching implications for user retention, monetization, and overall product health. I'll approach this issue systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term fixes and long-term strategies to address the problem.
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 an update two weeks ago. Impact on approach: If confirmed, I'd focus on analyzing pre and post-update metrics.
Why it matters: Helps identify if the issue is universal or specific to certain users. Expected answer: The decrease is more pronounced among newer users. Impact on approach: I'd prioritize investigating onboarding and new user experience.
Why it matters: Provides context on whether this is an isolated issue or part of a broader engagement problem. Expected answer: DAU has remained stable, but 7-day retention has decreased slightly. Impact on approach: I'd explore factors affecting mid-term engagement rather than initial activation.
Why it matters: New user sources could affect overall engagement metrics. Expected answer: No major changes in marketing or acquisition strategies. Impact on approach: I'd focus more on product-related factors rather than user acquisition quality.
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