Introduction
The recent 20% decrease in average order value for Klarna's one-time card feature is a concerning trend that requires immediate attention. To address this issue, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both short-term and long-term implications for the product and business.
Framework overview
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 user behavior and order values. Expected answer: Yes, we made some UI changes to simplify the card creation process. Impact on approach: If changes were made, we'd focus on analyzing their specific impact on user behavior.
Why it matters: Identifying affected segments can help pinpoint the root cause. Expected answer: The decrease is more pronounced among new users. Impact on approach: We'd focus on onboarding and first-time user experience if new users are disproportionately affected.
Why it matters: External factors could be driving the decrease in average order value. Expected answer: No major market shifts, but a new competitor has entered with aggressive promotions. Impact on approach: We'd need to assess our value proposition and potentially adjust our marketing strategy.
Why it matters: Ensures we're addressing a real issue and not a data anomaly. Expected answer: The definition and measurement systems have remained consistent. Impact on approach: If there are discrepancies, we'd need to address data issues before proceeding with further analysis.
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