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Product Management Root Cause Analysis Question: Investigating increased order cancellations in e-commerce

Orders cancellation increased by 15%. How do you diagnose the root cause?

Data Analysis Problem-Solving Strategic Thinking E-commerce Retail SaaS
User Experience E-Commerce Data Analysis Customer Retention Root Cause Analysis

Understanding the Order Cancellation Increase

A 15% increase in order cancellations is a significant shift that demands immediate attention. This metric directly impacts revenue, customer satisfaction, and overall business health. Let's approach this systematically to uncover the root cause and develop effective solutions.

Step 1

Clarifying Questions (3 minutes)

  • Looking at the timing, I'm thinking this might be a recent phenomenon. When did we first notice this 15% increase in cancellations?

Why it matters: Helps pinpoint potential triggers and narrows the investigation timeframe. Expected answer: Within the last month. Impact on approach: Recent changes would be prioritized in our analysis.

  • Considering user segments, I'm wondering if this is widespread or concentrated. Are we seeing this increase across all customer types or is it more pronounced in specific segments?

Why it matters: Identifies whether this is a systemic issue or limited to certain user groups. Expected answer: More prevalent among new customers. Impact on approach: Would focus on onboarding and first-time user experience.

  • Thinking about the order lifecycle, I'm curious about the cancellation timing. At what stage in the order process are most cancellations occurring?

Why it matters: Helps isolate problematic touchpoints in the user journey. Expected answer: Majority occurring after payment but before shipping. Impact on approach: Would investigate post-purchase communication and fulfillment processes.

  • Considering recent changes, have we implemented any significant updates to our product, pricing, or policies in the last 3 months?

Why it matters: Identifies potential internal triggers for the increase in cancellations. Expected answer: Recent update to the checkout process. Impact on approach: Would scrutinize the new checkout flow and its impact on user behavior.

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