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Product Management Root Cause Analysis Question: Investigating sudden drop in Google Search ad click-through rates

Why has the click-through rate for Google Search ads dropped 15% in the past week?

Data Analysis Problem-Solving Strategic Thinking Digital Advertising Search Engines E-commerce
Data Analysis Product Metrics Root Cause Analysis Ad Performance CTR Optimization

Introduction

The recent 15% drop in click-through rate (CTR) for Google Search ads over the past week is a significant issue that demands immediate attention. As we analyze this product challenge, we'll employ a systematic framework to identify, validate, and address the root cause while considering both short-term and long-term implications.

I'll approach this issue by first clarifying the context, then ruling out external factors before diving deep into internal causes. We'll break down the metric, gather relevant data, form hypotheses, and conduct a thorough root cause analysis. Finally, we'll develop a comprehensive plan to validate our findings and implement solutions.

Framework overview

This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.

Step 1

Clarifying Questions (3 minutes)

  • Has there been any recent change in how CTR is measured or reported?

  • Are all ad types and placements equally affected, or is the drop concentrated in specific areas?

  • Have we observed any changes in user behavior or search patterns coinciding with the CTR drop?

  • Were there any significant algorithm updates or changes to ad serving logic in the past week?

  • Has there been any notable shift in advertiser behavior or campaign strategies recently?

  • Are there any seasonal factors or events that could be influencing search behavior?

Why this matters: Understanding the context and specifics of the CTR drop is crucial for accurate analysis.

Hypothetical answer: No changes in measurement, the drop is across all ad types but more pronounced in mobile ads. No major algorithm updates, but we've seen a slight increase in CPC bids from advertisers.

Impact: This information would guide us to focus on mobile-specific factors and recent changes in the competitive landscape.

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