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Product Management Root Cause Analysis Question: Investigating CarMax's online reservation decline
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Nextsprints

Updated Jan 22, 2025

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Asked at CarMax

15 mins

What factors are contributing to the 30% decline in CarMax's online car reservation requests compared to the same period last year?

Data Analysis Problem-Solving User Experience Automotive E-commerce Retail
E-Commerce Data Analysis Root Cause Analysis User Behavior CarMax

Introduction

The 30% decline in CarMax's online car reservation requests compared to the same period last year is a significant issue that requires immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for CarMax's online reservation system.

To tackle this problem, I'll follow a structured approach that covers issue identification, hypothesis generation, validation, and solution development. My goal is to provide a comprehensive analysis that not only addresses the immediate concern but also strengthens CarMax's online reservation process for the future.

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 there been any change in the typical seasonality of car purchases or reservations compared to previous years?

Why it matters: Seasonal trends could explain the decline and help us determine if this is a temporary or persistent issue. Expected answer: No significant changes in seasonality observed. Impact on approach: If seasonality isn't a factor, we'll need to look more closely at internal processes and user behavior.

  • Considering potential changes in user behavior, have there been any significant shifts in the demographics or preferences of CarMax's online customers over the past year?

Why it matters: Changes in user base could indicate a need to adjust the online reservation process to better serve new customer segments. Expected answer: Some shift towards younger, more tech-savvy customers. Impact on approach: If confirmed, we might need to focus on optimizing the user experience for this demographic.

  • Thinking about the competitive landscape, has there been any notable increase in competition or changes in competitors' online reservation processes recently?

Why it matters: Increased competition could be drawing potential customers away from CarMax's platform. Expected answer: A few new entrants, but no major disruptions. Impact on approach: If competition isn't the primary factor, we'll need to focus more on internal processes and user experience.

  • Considering recent changes, have there been any updates to the online reservation system or related marketing campaigns in the past few months?

Why it matters: Recent changes could have unintended consequences on user behavior or system performance. Expected answer: Minor UI updates and a new marketing campaign launched. Impact on approach: If confirmed, we'll need to closely examine these changes and their potential impact on the reservation process.

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