Introduction
The recent 15% decrease in average ride duration for Zwift's group rides over the past month is a concerning trend that requires immediate attention. As we delve into this issue, we'll employ a systematic approach to identify, validate, and address the root cause while considering both short-term and long-term implications for the product.
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 factors could explain temporary shifts in user behavior. Expected answer: No significant seasonal changes noted. Impact on approach: If seasonal, we'd focus on adapting to cyclical patterns rather than addressing a persistent issue.
Why it matters: Different user segments may be affected differently, requiring targeted solutions. Expected answer: The decrease is more pronounced among casual riders. Impact on approach: We'd prioritize investigating factors affecting casual riders' engagement.
Why it matters: Recent changes could directly impact user behavior and ride duration. Expected answer: A minor UI update was implemented for the group ride feature. Impact on approach: We'd closely examine the impact of this UI change on user engagement.
Why it matters: Ensures we're addressing a real issue and not a data anomaly. Expected answer: No changes to measurement or reporting systems. Impact on approach: Confirms we need to look at actual user behavior changes rather than technical issues.
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