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Product Management Root Cause Analysis Question: Investigating sudden drop in Reddit comment engagement

What caused the sudden 30% decrease in comment engagement on r/AskReddit yesterday?

Problem Solving Data Analysis Technical Understanding Social Media Online Communities Tech Platforms
Social Media User Engagement Data Analysis Root Cause Analysis Technical Troubleshooting

Introduction

The sudden 30% decrease in comment engagement on r/AskReddit yesterday is a critical issue that demands immediate attention. As we analyze this product problem, I'll employ a systematic framework to identify, validate, and address the root cause while considering both short-term and long-term implications for the platform.

I'll approach this issue by first clarifying the context, then ruling out external factors before diving deep into the product mechanics, metric breakdown, and data analysis. From there, I'll form hypotheses, conduct root cause analysis, and propose validation methods and solutions.

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 this could be related to a recent product update. Has there been any change to the comment system or UI in the past week?

Why it matters: Recent changes often correlate with sudden metric shifts. Expected answer: Yes, there was a minor UI update. Impact on approach: If yes, we'd focus on the update's impact; if no, we'd look at other factors.

  • Considering user segments, I'm curious about the distribution of this decrease. Is the 30% drop uniform across all user types, or is it more pronounced in certain groups?

Why it matters: Helps identify if it's a global issue or specific to certain users. Expected answer: The decrease is more significant among mobile users. Impact on approach: If segmented, we'd focus on the most affected group; if uniform, we'd look at platform-wide issues.

  • Given the nature of r/AskReddit, I'm wondering about content trends. Have there been any notable changes in the types of questions or topics being posted recently?

Why it matters: Content quality and relevance directly impact engagement. Expected answer: No significant change in content trends observed. Impact on approach: If yes, we'd investigate content moderation; if no, we'd focus on technical or UX issues.

  • Thinking about system health, I'm concerned about potential backend issues. Have there been any reported server problems or latency increases in the past 48 hours?

Why it matters: Technical issues can significantly impact user experience and engagement. Expected answer: Some intermittent server slowdowns were reported. Impact on approach: If yes, we'd prioritize technical investigation; if no, we'd focus more on user behavior and product features.

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