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Product Management Root Cause Analysis Question: Investigating TikTok's iOS video upload completion rate decrease

What caused the sudden 30% decrease in video upload completion rate for TikTok creators using iOS devices?

Problem-Solving Data Analysis Technical Understanding Social Media Mobile Apps Video Streaming
User Experience Root Cause Analysis Video Platforms Mobile App Performance IOS Troubleshooting

Introduction

The sudden 30% decrease in video upload completion rate for TikTok creators using iOS devices is a critical issue that demands immediate attention. This metric directly impacts content creation, user engagement, and ultimately, the platform's success. I'll approach this problem systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term fixes 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)

  • Looking at the specificity of the issue, I'm thinking this might be iOS-specific. Has this decrease been observed across all iOS versions or only specific ones?

Why it matters: Isolating the problem to specific iOS versions could narrow down potential causes. Expected answer: The issue is more pronounced in iOS 15 and above. Impact on approach: If version-specific, we'd focus on recent iOS changes and their interaction with our app.

  • Considering the metric's definition, I'm wondering if there have been any recent changes to how we measure "upload completion." Can you confirm the current definition and any recent modifications?

Why it matters: Ensures we're addressing an actual issue and not a measurement anomaly. Expected answer: No recent changes to the metric definition. Impact on approach: If unchanged, we'd focus on technical or user behavior factors rather than data collection issues.

  • Given the suddenness of the decrease, I'm curious about the timeline. When exactly did we first notice this 30% drop, and was it a gradual decline or a sudden drop?

Why it matters: Helps correlate the issue with potential causes like app updates or external events. Expected answer: The drop occurred suddenly about a week ago. Impact on approach: A sudden drop would point us towards investigating recent changes or events.

  • Thinking about user segments, I'm wondering if this affects all iOS creators equally or if there are patterns among specific user groups. Do we see any correlation with factors like creator size, content type, or geographic location?

Why it matters: Identifies if the issue is universal or specific to certain user segments. Expected answer: The issue seems to affect all iOS creators, but more severely impacts those uploading larger video files. Impact on approach: This would lead us to investigate factors related to file size and upload processes.

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