Introduction
The decline in Spotify's desktop app daily active users by 15% this quarter is a significant issue that requires thorough investigation. I'll approach this problem systematically, focusing on identifying potential root causes, validating hypotheses, and developing both short-term and long-term solutions.
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: Helps distinguish between cyclical trends and unique issues. Expected answer: No, this decline is unusual for this quarter. Impact on approach: If seasonal, we'd focus on mitigating seasonal effects; if not, we'd investigate recent changes or external factors.
Why it matters: Different age groups may have varying usage patterns or preferences. Expected answer: The decline is more significant among users aged 18-24. Impact on approach: We'd focus on understanding the needs and behaviors of this specific age group.
Why it matters: Recent changes could directly impact user engagement. Expected answer: Yes, we implemented a new UI design last month. Impact on approach: We'd investigate the impact of this UI change on user behavior and satisfaction.
Why it matters: Users might be shifting their listening habits to mobile devices. Expected answer: Mobile app usage has increased by 5% in the same period. Impact on approach: We'd explore reasons for this potential platform shift and its implications.
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