Introduction
Digital River's payment processing service is facing a critical issue with a 30% increase in chargebacks this month. This sudden spike demands immediate attention and a thorough root cause analysis. I'll approach this problem systematically, examining internal and external factors, analyzing data, and developing hypotheses to identify the underlying causes and propose effective solutions.
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Recent changes could directly impact chargeback rates. Expected answer: Yes, a new fraud detection algorithm was implemented. Impact on approach: If confirmed, we'd focus on the algorithm's performance and potential false positives.
Why it matters: Helps identify if the issue is systemic or category-specific. Expected answer: E-commerce and digital goods merchants are disproportionately affected. Impact on approach: We'd investigate category-specific factors and tailor solutions accordingly.
Why it matters: Changes in transaction patterns could indicate fraud or economic factors. Expected answer: There's been a slight increase in high-value transactions. Impact on approach: We'd examine the correlation between transaction value and chargeback rates.
Why it matters: Regulatory changes could impact chargeback processes and consumer behavior. Expected answer: No significant regulatory changes in the past quarter. Impact on approach: We'd focus more on internal factors and market conditions.
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