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Product Management Root Cause Analysis Question: HBO Max streaming platform with decreasing watch time graph
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Nextsprints

Updated Jan 22, 2025

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Asked at HBO

15 mins

What factors are contributing to the 30% decrease in average watch time for HBO's original series content on the HBO Max platform this quarter?

Data Analysis Problem-Solving Strategic Thinking Streaming Services Entertainment Media
User Engagement Data Analysis Root Cause Analysis Streaming Metrics HBO Max

Introduction

The 30% decrease in average watch time for HBO's original series content on HBO Max this quarter is a critical issue that demands immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for the platform's success.

To tackle this problem, I'll follow a structured approach that covers issue identification, hypothesis generation, validation, and solution development. My goal is to provide a comprehensive analysis that not only addresses the immediate concern but also sets the stage for sustainable growth and improved user engagement.

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 be seasonal factors at play. Has this decrease been observed in previous quarters or is it unique to this one?

Why it matters: Seasonal patterns could significantly impact our approach to solving the problem. Expected answer: This decrease is unusual for this quarter. Impact on approach: If seasonal, we'd focus on year-over-year comparisons; if not, we'd investigate recent changes more closely.

  • Considering user segments, I'm curious about the distribution of this decrease. Is the 30% drop consistent across all user demographics, or are certain groups more affected?

Why it matters: Understanding which user segments are most impacted will help us target our solutions more effectively. Expected answer: The decrease is more pronounced among younger viewers. Impact on approach: We'd focus on content preferences and viewing habits of the most affected segments.

  • Thinking about recent changes, have there been any significant updates to the HBO Max platform or content lineup in the past quarter?

Why it matters: Platform changes or content shifts could directly impact user behavior and watch time. Expected answer: A new user interface was rolled out two months ago. Impact on approach: We'd investigate how the UI change might have affected content discovery and user engagement.

  • Considering the metric itself, has there been any change in how average watch time is calculated or measured?

Why it matters: Ensuring data consistency is crucial for accurate problem identification. Expected answer: No changes in measurement methodology. Impact on approach: If there were changes, we'd need to recalibrate our analysis based on the new methodology.

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