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Product Management Root Cause Analysis Question: Investigating Instagram Stories ad click-through rate decline

Asked at Meta

15 mins

What factors led to the 30% decline in ad click-through rates for Instagram Stories ads this quarter?

Data Analysis Problem Solving Strategic Thinking Social Media Digital Advertising Mobile Apps
Social Media User Engagement Data Analysis Root Cause Analysis Ad Performance

Introduction

The 30% decline in ad click-through rates for Instagram Stories ads this quarter represents a significant challenge that demands immediate attention and a thorough analysis. As we delve into this issue, we'll employ a systematic approach to identify, validate, and address 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)

To gain a comprehensive understanding of the situation, I'd like to ask the following questions:

  • What's the typical click-through rate (CTR) for Instagram Stories ads, and how does this 30% decline compare to historical fluctuations?

  • Has there been any recent change in how CTR is measured or in the ad serving algorithm?

  • Are there specific user segments or ad types more affected by this decline?

  • Have we observed any changes in user engagement patterns with Stories in general?

  • Were there any significant product updates or changes to ad formats in the last quarter?

  • Have advertisers reported any issues or changes in their campaign strategies?

For example, let's consider the first question about typical CTR:

Why this matters: Understanding the baseline CTR helps contextualize the severity of the decline and whether it's an anomaly or part of a longer-term trend.

Hypothetical answer: The average CTR for Instagram Stories ads has historically been around 1%, with seasonal variations of ±10%.

Impact on approach: If the current decline is significantly outside the normal range, it would suggest a more urgent and potentially systemic issue rather than a typical fluctuation.

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