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Product Management Root Cause Analysis Question: Investigating sudden drop in Facebook Dating match rate
Image of author vinay

Vinay

Updated Dec 6, 2024

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Asked at Meta

15 mins

Why did Facebook Dating match rate drop by 65% in the last week?

Data Analysis Problem Solving Product Strategy Social Media Online Dating Tech
Dating Apps User Engagement Facebook Root Cause Analysis Algorithm Optimization

Introduction

The sudden 65% drop in Facebook Dating's match rate over the past week is a critical issue that demands immediate attention and a thorough root cause analysis. As we delve into this problem, we'll systematically examine potential factors, generate data-driven hypotheses, and develop a comprehensive plan to address the underlying causes.

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 there might have been a recent algorithm change. Has there been any update to the matching algorithm in the past two weeks?

Why it matters: Algorithm changes can significantly impact match rates. Expected answer: Yes, there was a minor update. Impact on approach: If confirmed, we'd focus on algorithm-related hypotheses.

  • Considering user segments, I'm curious about the distribution of this drop. Is the 65% decrease uniform across all user demographics, or are certain groups more affected?

Why it matters: Helps identify if the issue is systemic or segment-specific. Expected answer: The drop is more pronounced in users aged 25-34. Impact on approach: We'd prioritize investigating factors specific to this age group.

  • Given the magnitude of the drop, I'm wondering about any recent UI/UX changes. Have there been any significant interface updates in the Dating feature recently?

Why it matters: UI changes can dramatically affect user behavior and engagement. Expected answer: A new profile layout was introduced 10 days ago. Impact on approach: We'd examine how this change might have impacted user interactions.

  • Thinking about external factors, has there been any notable competitor activity or market shifts in the online dating space recently?

Why it matters: External market dynamics can influence user behavior across platforms. Expected answer: No significant competitor moves, but overall dating app usage has slightly declined. Impact on approach: We'd consider broader market trends in our analysis.

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