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Product Management Root Cause Analysis Question: Investigating sudden drop in streaming platform concurrent viewers
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Nextsprints

Updated Jan 22, 2025

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Why has Conviva's Experience Insights dashboard shown a 30% drop in concurrent viewers for a major streaming client over the past week?

Data Analysis Problem-Solving Strategic Thinking Streaming Media Analytics Entertainment
User Retention Product Metrics Root Cause Analysis Streaming Analytics Data Interpretation

Introduction

The sudden 30% drop in concurrent viewers for a major streaming client on Conviva's Experience Insights dashboard is a critical issue that demands immediate attention. This significant decline in viewership over the past week could have far-reaching implications for our client's business and our partnership. To address this problem, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both short-term fixes and long-term strategic implications.

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 significant change to the streaming platform or content offering in the past week?

Why it matters: Recent changes often correlate with sudden metric shifts. Expected answer: Yes, there was a major UI overhaul. Impact on approach: If confirmed, we'd focus on UI-related issues first.

  • Considering the scale of the drop, I'm wondering about potential technical issues. Have there been any reported outages or performance degradation during this period?

Why it matters: Technical problems can cause immediate, large-scale viewer loss. Expected answer: No major outages, but some intermittent buffering issues. Impact on approach: We'd prioritize investigating the buffering problems.

  • Given the competitive landscape, I'm curious about external factors. Has there been any significant competitor activity or major sporting events that could draw viewers away?

Why it matters: External events can significantly impact viewership. Expected answer: A new streaming service launched with exclusive content. Impact on approach: We'd need to consider content strategy and competitive positioning.

  • Thinking about data accuracy, I want to confirm our measurement methodology. Has there been any change in how Conviva calculates or reports concurrent viewers?

Why it matters: Metric definition changes can lead to false alarms. Expected answer: No changes to the measurement system. Impact on approach: We'd focus on actual viewership changes rather than measurement issues.

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