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Product Management Root Cause Analysis Question: Investigating sudden drop in ad insertion rates for streaming platform
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Nextsprints

Updated Jan 22, 2025

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Asked at Amagi

12 mins

Why has Amagi's Thunderstorm platform seen a 15% drop in ad insertion rates over the past month?

Problem Solving Data Analysis Technical Understanding Ad Tech Streaming Media Digital Advertising
Data Analysis Performance Optimization Root Cause Analysis Technical Troubleshooting Ad Tech

Introduction

Amagi's Thunderstorm platform has experienced a 15% drop in ad insertion rates over the past month, signaling a critical issue that demands immediate attention. This decline directly impacts revenue and user experience, making it essential to identify and address the root cause promptly. I'll approach this analysis systematically, examining both internal and external factors to uncover the underlying reasons for this performance dip.

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 15% drop been compared to the same period last year?

Why it matters: Seasonal trends could explain fluctuations in ad insertion rates. Expected answer: Yes, it's been compared and the drop is unusual for this time of year. Impact on approach: If seasonal, we'd focus on why this year differs; if not, we'd look at recent changes.

  • Considering potential technical issues, have there been any recent updates to the Thunderstorm platform or changes in the ad inventory?

Why it matters: Technical changes often precede performance issues. Expected answer: A minor update was rolled out two weeks ago. Impact on approach: If yes, we'd prioritize investigating that update; if no, we'd look at external factors.

  • Thinking about user behavior, has there been any significant change in the type or volume of content being streamed?

Why it matters: Changes in content can affect ad insertion opportunities. Expected answer: Content mix has remained relatively stable. Impact on approach: If changed, we'd analyze the new content types; if stable, we'd focus on other factors.

  • Considering market dynamics, have any major advertisers reduced their spending or changed their strategies recently?

Why it matters: Advertiser behavior directly impacts ad insertion rates. Expected answer: No significant changes in advertiser behavior have been noted. Impact on approach: If yes, we'd examine advertiser relationships; if no, we'd look more at internal factors.

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