Introduction
The product manager's decision to add threading to comments on group posts has resulted in a 10% increase in comments per user but a 2% decrease in posts. This trade-off scenario presents an interesting challenge in balancing user engagement metrics. I'll analyze the potential causes, impacts, and strategies to address this situation.
Analysis Approach
I'll start by asking clarifying questions, then systematically analyze the trade-off, propose hypotheses, design experiments, and provide recommendations.
Step 1
Clarifying Questions (3 minutes)
- Why: Understanding the strategic intent helps align our analysis with business objectives.
- Hypothetical answer: To increase user engagement and time spent on the platform.
- Impact: Shapes our metric prioritization and success criteria.
- Why: Distinguishes between short-term adjustment and long-term trend.
- Hypothetical answer: Feature has been live for one month, with consistent post decrease.
- Impact: Influences whether we need to allow more time for user adaptation or take immediate action.
- Why: Identifies potential opportunities or issues within subgroups.
- Hypothetical answer: Power users show higher engagement, while casual users show a slight decrease.
- Impact: May lead to targeted improvements or rollout strategies.
- Why: Assesses the qualitative impact on user-generated content.
- Hypothetical answer: Comments are longer and more substantive on average.
- Impact: Could inform whether the trade-off is potentially beneficial for overall platform health.
- Why: Provides context for the relative importance of posts vs. comments.
- Hypothetical answer: Previously 1:5, now 1:5.5 (posts:comments).
- Impact: Helps evaluate if the current shift is significant or within acceptable ranges.
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