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Product Management Root Cause Analysis Question: Investigating DoorDash driver signup decline in Chicago market

What's causing the sudden 30% drop in new driver sign-ups in DoorDash's Chicago market?

Data Analysis Problem Solving Strategic Thinking Food Delivery Gig Economy Logistics
Data Analysis User Acquisition Root Cause Analysis Gig Economy Market Dynamics

Introduction

The sudden 30% drop in new driver sign-ups in DoorDash's Chicago market is a critical issue that demands immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for DoorDash's operations in Chicago.

I'll approach this problem by first clarifying the context, then ruling out external factors before diving deep into internal metrics, user journey analysis, and data-driven hypothesis formation. We'll then validate these hypotheses and develop a comprehensive plan to address the issue.

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 a recent phenomenon. When exactly did we first notice this 30% drop?

Why it matters: Pinpointing the timeframe helps isolate potential causes. Expected answer: Within the last month. Impact on approach: A sudden drop suggests an acute issue rather than a gradual trend.

  • Considering the specificity to Chicago, I'm wondering if this is isolated or part of a broader trend. Are other markets experiencing similar declines in driver sign-ups?

Why it matters: Determines if this is a Chicago-specific issue or a wider problem. Expected answer: No, other markets are stable. Impact on approach: If Chicago-specific, we'll focus on local factors.

  • Given the focus on new driver sign-ups, I'm curious about retention. Has there been any change in the churn rate of existing Chicago drivers recently?

Why it matters: Helps distinguish between acquisition and retention issues. Expected answer: Existing driver retention is stable. Impact on approach: We'll focus primarily on new driver acquisition funnel.

  • Thinking about recent changes, have there been any modifications to the driver onboarding process or marketing campaigns in Chicago in the past few months?

Why it matters: Identifies potential internal causes for the drop. Expected answer: Minor updates to the app's sign-up flow were implemented. Impact on approach: We'll scrutinize these changes and their potential impact.

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