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Product Management Root Cause Analysis Question: Investigating Amazon's spike in returns and cancellations

As a PM at Amazon, if returns and cancellations have recently peaked, how would you go about identifying the root cause?

Data Analysis Problem-Solving Strategic Thinking E-commerce Retail Logistics
E-Commerce Data Analysis Amazon Root Cause Analysis Customer Behavior

Introduction

The recent spike in returns and cancellations at Amazon presents a critical challenge that demands immediate attention. As a seasoned product leader, I'll approach this issue systematically to uncover the root cause and develop effective solutions. My analysis will focus on identifying key factors, generating data-driven hypotheses, and proposing actionable steps to address the problem.

Framework overview

This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.

Step 1

Clarifying Questions (3 minutes)

To gain a comprehensive understanding of the situation, I'd ask the following questions:

  • What specific product categories or services are experiencing increased returns and cancellations?

  • How significant is the increase compared to historical data and industry benchmarks?

  • Are there any patterns in customer segments or demographics showing higher rates of returns and cancellations?

  • When did we first notice this trend, and has it been consistent or fluctuating?

  • Have there been any recent changes to our return policy, product listings, or checkout process?

  • Are there any correlations with customer feedback or support ticket trends?

For example, let's consider the first question:

Why this matters: Understanding which product categories are affected helps narrow down potential causes and tailor our investigation.

Hypothetical answer: "We've seen a 30% increase in returns for electronics and a 25% rise in cancellations for home goods over the past month."

Impact on approach: This information would guide us to focus on these specific categories, examining factors like product quality, pricing, or marketing strategies unique to these segments.

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