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Company focus

Sojern

What factors are contributing to the sudden 30% decrease in click-through rates for Sojern's display ad campaigns targeting leisure travelers?

Prepared by NextSprints

15 mins
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Data Analysis Problem-Solving Strategic Thinking Travel Digital Advertising AdTech Data Analysis Performance Optimization Root Cause Analysis Digital Advertising Travel Tech
Product Management Root Cause Analysis Question: Investigating sudden decrease in Sojern's display ad click-through rates

Introduction

The sudden 30% decrease in click-through rates for Sojern's display ad campaigns targeting leisure travelers is a critical issue that demands immediate attention. This significant drop could have far-reaching implications for our advertising effectiveness, client satisfaction, and ultimately, our bottom line. To address this complex 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 there might be a seasonal factor at play. Has this 30% decrease occurred during a specific time frame, and how does it compare to historical trends?

Why it matters: Seasonal patterns could explain the drop and inform our solution approach. Expected answer: The decrease is recent and doesn't align with typical seasonal patterns. Impact on approach: If seasonal, we'd focus on adjusting campaign timing; if not, we'd investigate other factors.

  • Considering the specificity of the target audience, I'm wondering if there have been any changes in how we define or segment "leisure travelers." Have we recently modified our audience targeting criteria or data sources?

Why it matters: Changes in audience definition could significantly impact ad relevance and performance. Expected answer: No recent changes to targeting criteria or data sources. Impact on approach: If changed, we'd review the new criteria; if not, we'd look at other potential causes.

  • Given the magnitude of the decrease, I'm curious about the distribution across different ad formats or placements. Is the 30% decrease uniform across all display ad types, or are some formats more affected than others?

Why it matters: Identifying variations in performance could point to specific issues with certain ad formats or placements. Expected answer: The decrease varies across formats, with some more severely affected. Impact on approach: Uneven impact would lead us to investigate specific format or placement issues; uniform decrease would suggest a broader problem.

  • Considering potential technical issues, I'm wondering if there have been any recent changes to our ad serving infrastructure or tracking mechanisms. Have we implemented any updates to our ad tech stack in the past few weeks?

Why it matters: Technical glitches could be causing underreporting or actual performance issues. Expected answer: A minor update was rolled out two weeks ago, but no major changes. Impact on approach: Recent updates would prompt a technical investigation; lack of changes would shift focus to other areas.

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Updated Jan 22, 2025