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Product Management Root Cause Analysis Question: Investigating advertiser decline in The Trade Desk's data management platform

Why are we seeing a 20% decrease in the number of advertisers using The Trade Desk's data management platform over the past month?

Data Analysis Problem-Solving Strategic Thinking AdTech Digital Advertising MarTech
User Retention Root Cause Analysis Competitive Analysis Adtech Data Management Platforms

Introduction

The Trade Desk's data management platform is experiencing a significant 20% decrease in advertiser usage over the past month. This decline raises concerns about the platform's performance, user satisfaction, and potential market positioning issues. To address this challenge, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both immediate and long-term implications for the product and business.

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 trend. Has this decrease coincided with any particular industry events or advertising cycles?

Why it matters: Seasonal patterns could explain temporary fluctuations. Expected answer: No significant seasonal trends identified. Impact on approach: If seasonal, we'd focus on cyclical strategies; if not, we'd investigate other factors.

  • Considering user segments, I'm curious about the distribution of this decrease. Is the 20% drop uniform across all advertiser types, or are certain segments more affected?

Why it matters: Helps pinpoint if the issue is global or segment-specific. Expected answer: Larger advertisers are more affected. Impact on approach: Segment-specific issues would require targeted solutions.

  • Regarding recent changes, have there been any significant updates to the platform's features or pricing structure in the past 1-2 months?

Why it matters: Recent changes could directly impact user behavior. Expected answer: Minor UI updates, no major feature or pricing changes. Impact on approach: If changes occurred, we'd focus on their impact; if not, we'd look at external factors or underlying issues.

  • Thinking about competitive landscape, has there been any notable movement from our competitors recently, such as new feature launches or aggressive pricing strategies?

Why it matters: Competitive actions could be drawing advertisers away. Expected answer: One competitor launched an AI-powered targeting feature. Impact on approach: Strong competitive moves would require a market positioning review.

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