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Company focus

The Trade Desk

Why has the click-through rate for video ads dropped 15% in the last week on The Trade Desk's Connected TV inventory?

Prepared by NextSprints

15 mins
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Data Analysis Problem Solving Strategic Thinking AdTech Streaming Media Digital Advertising Performance Metrics Root Cause Analysis User Behavior AdTech Connected TV
Product Management Root Cause Analysis Question: Investigating declining click-through rates for Connected TV video ads

Introduction

The recent 15% drop in click-through rate for video ads on The Trade Desk's Connected TV inventory is a concerning trend that requires immediate attention. To address this issue, 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 recent changes. Have there been any significant updates to the ad serving algorithm or inventory sources in the past two weeks?

Why it matters: Recent changes often correlate with performance shifts. Expected answer: Yes, there was a minor update to the ad serving algorithm. Impact on approach: If confirmed, we'd focus on the algorithm change as a primary hypothesis.

  • Considering user behavior, I'm curious about engagement patterns. Has there been any notable change in viewer watch time or content consumption habits recently?

Why it matters: Changes in viewing behavior could explain reduced ad interaction. Expected answer: No significant changes observed in overall viewing patterns. Impact on approach: If true, we'd shift focus to ad-specific factors rather than general user behavior.

  • Thinking about ad quality, I'm wondering about the creative assets. Has there been any change in the mix of advertisers or types of ads being served in the past week?

Why it matters: Ad quality directly impacts click-through rates. Expected answer: A new major advertiser entered the platform with a large campaign. Impact on approach: This would lead us to investigate the new campaign's performance and its impact on overall metrics.

  • Considering technical aspects, I'm curious about any recent changes in measurement or tracking. Has there been any modification to how click-throughs are tracked or reported?

Why it matters: Ensures we're comparing apples to apples in our data analysis. Expected answer: No changes to tracking or reporting methods. Impact on approach: If confirmed, we can rule out measurement issues and focus on actual performance factors.

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Updated Nov 27, 2024