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Product Management Root Cause Analysis Question: Investigating decline in iQiyi smart TV app watch time

Asked at iQiyi

15 mins

Why has the average watch time per session on iQiyi's smart TV app declined by 20% this month?

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

Introduction

The recent 20% decline in average watch time per session on iQiyi's smart TV app is a critical issue that demands immediate attention. This metric directly impacts user engagement, content consumption, and ultimately, the platform's revenue. To address this problem, I'll employ a systematic approach to identify potential root causes, validate hypotheses, and develop both short-term fixes and long-term strategies.

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 a seasonal effect. Has this decline coincided with any major holidays or events?

Why it matters: Seasonal patterns could explain temporary changes in viewing habits. Expected answer: No significant seasonal events during this period. Impact on approach: If seasonal, we'd focus on adapting content strategy; if not, we'd investigate other factors.

  • Considering user segments, I'm curious if this decline is uniform across all user groups. Have you noticed any particular demographic or user type more affected than others?

Why it matters: Identifying specific affected groups could point to targeted issues. Expected answer: The decline is more pronounced among younger users. Impact on approach: If specific to certain groups, we'd tailor our solution to those segments.

  • Regarding recent changes, have there been any significant updates to the app or content library in the past month?

Why it matters: Recent changes could directly impact user behavior. Expected answer: A new recommendation algorithm was implemented two weeks ago. Impact on approach: If related to recent changes, we'd focus on rollback or optimization of those features.

  • Thinking about competitive landscape, has there been any major move from competitors or new entrants in the market recently?

Why it matters: External competitive factors could influence user engagement. Expected answer: A new streaming service launched with exclusive content. Impact on approach: If competition-related, we'd focus on content strategy and unique value proposition.

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