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Product Management Root Cause Analysis Question: Investigating decrease in CarMax's 7-Day Money Back Guarantee utilization
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Nextsprints

Updated Jan 22, 2025

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Asked at CarMax

15 mins

Why has CarMax's 7-Day Money Back Guarantee seen a 15% decrease in customer utilization over the past quarter?

Data Analysis Problem Solving Customer Insight Automotive Retail E-commerce
Data Analysis Root Cause Analysis Feature Optimization Customer Behavior Automotive Retail

Introduction

CarMax's 7-Day Money Back Guarantee has experienced a 15% decrease in customer utilization over the past quarter, raising concerns about the effectiveness of this key product feature. To address this issue, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both immediate and long-term implications for the business.

Framework overview

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

Step 1

Clarifying Questions (3 minutes)

  • Given the recent decline, I'm wondering about seasonal patterns. Have we seen similar drops in utilization during this quarter in previous years?

Why it matters: Helps distinguish between cyclical trends and genuine problems. Expected answer: No significant seasonal pattern observed. Impact on approach: If seasonal, we'd focus on year-over-year comparisons instead of quarter-over-quarter.

  • Considering potential changes, has there been any recent modification to the 7-Day Money Back Guarantee terms or how it's communicated to customers?

Why it matters: Changes in policy or messaging could directly impact utilization. Expected answer: No recent changes to the policy or its communication. Impact on approach: If changes occurred, we'd analyze their specific impact on customer perception and behavior.

  • Thinking about customer segments, has the decrease been uniform across all buyer types, or is it more pronounced in certain groups?

Why it matters: Helps identify if the issue is widespread or specific to certain customer segments. Expected answer: The decrease is more significant among first-time car buyers. Impact on approach: We'd focus on understanding the unique needs and concerns of first-time buyers.

  • Reflecting on the competitive landscape, have any major competitors introduced similar or more attractive guarantees recently?

Why it matters: External factors could be influencing customer behavior. Expected answer: One competitor introduced a 10-day guarantee last month. Impact on approach: We'd analyze the impact of competitive offerings on customer expectations and decision-making.

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