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Product Management Root Cause Analysis Question: Investigating DoorDash's customer retention decline for first-time users

Why has DoorDash's customer retention rate for first-time users declined from 40% to 25% in the past quarter?

Data Analysis Problem Solving Strategic Thinking Food Delivery E-commerce Gig Economy
Food Delivery Customer Retention Root Cause Analysis Competitive Analysis User Behavior

Introduction

DoorDash's customer retention rate decline from 40% to 25% for first-time users in the past quarter is a critical issue that demands immediate attention. This significant drop in retention could have far-reaching consequences for the company's growth and market position. To address this 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 seasonal factors at play. Has this decline coincided with any particular season or event?

Why it matters: Seasonal trends can significantly impact user behavior and retention. Expected answer: No significant seasonal correlation observed. Impact on approach: If seasonal, we'd focus on cyclical strategies; if not, we'd investigate other factors.

  • Considering the specificity of the metric, I'm curious about the definition of retention. Has the way we measure retention changed recently?

Why it matters: Ensures we're comparing apples to apples in our analysis. Expected answer: No changes in retention measurement. Impact on approach: If changed, we'd need to reassess historical data; if not, we can proceed with current data.

  • Given the focus on first-time users, I'm wondering if there have been any recent changes to the onboarding process or first-order experience?

Why it matters: The initial user experience is crucial for retention. Expected answer: Some minor UI updates were implemented. Impact on approach: If significant changes occurred, we'd scrutinize those specific updates.

  • Considering potential external factors, have there been any major competitor moves or market shifts in the food delivery space recently?

Why it matters: Competitive pressures can significantly impact user retention. Expected answer: A new competitor entered with aggressive promotions. Impact on approach: If competitive landscape changed, we'd need to factor this into our analysis and solutions.

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