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Product Management Root Cause Analysis Question: Investigating sudden increase in e-commerce cart abandonment rate
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Nextsprints

Updated Jan 22, 2025

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What factors are contributing to the sudden 30% increase in cart abandonment rate on Loblaw Digital's Joe Fresh e-commerce site this week?

Data Analysis Problem-Solving Technical Understanding Retail E-commerce Fashion
User Experience E-Commerce Conversion Optimization Root Cause Analysis Payment Systems

Introduction

The sudden 30% increase in cart abandonment rate on Loblaw Digital's Joe Fresh e-commerce site this week is a critical issue that demands immediate attention. This analysis will systematically identify, validate, and address 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 this could be a recent change. Has there been any significant update to the site or checkout process in the past week?

Why it matters: Recent changes often correlate with sudden metric shifts. Expected answer: Yes, a new payment gateway was implemented. Impact on approach: If confirmed, we'd focus on the new payment system as a primary area of investigation.

  • Considering user segments, I'm wondering if this is affecting all customers equally. Are we seeing any patterns in terms of device type, geographic location, or customer demographics?

Why it matters: Segmentation can reveal targeted issues rather than system-wide problems. Expected answer: Mobile users seem to be more affected than desktop users. Impact on approach: We'd prioritize mobile-specific factors in our analysis if this is the case.

  • Given the magnitude of the increase, I'm curious about the baseline. What was the average cart abandonment rate in the weeks leading up to this incident?

Why it matters: Understanding the baseline helps quantify the severity of the issue. Expected answer: The average was around 20-25%. Impact on approach: This would confirm the significance of the increase and justify an urgent response.

  • Thinking about potential data issues, has there been any change in how cart abandonment is being measured or reported?

Why it matters: Ensures we're dealing with a real issue, not a reporting anomaly. Expected answer: No changes in measurement or reporting methods. Impact on approach: If confirmed, we can focus on actual user behavior rather than data discrepancies.

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