Introduction
Ketto's 25% decline in average donation amount for education campaigns compared to last year is a significant issue that requires thorough investigation. I'll approach this problem systematically, focusing on identifying potential root causes, validating hypotheses, and developing both short-term and long-term 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: Seasonal patterns could indicate external factors rather than internal issues. Expected answer: The decline has been relatively consistent. Impact on approach: If seasonal, we'd focus on year-over-year comparisons and external factors.
Why it matters: Changes in donor composition could explain the average donation decrease. Expected answer: There's been a shift towards more small donors. Impact on approach: We'd investigate factors attracting smaller donors or deterring larger ones.
Why it matters: Product changes could directly impact user behavior and donation amounts. Expected answer: A new quick-donate feature was implemented six months ago. Impact on approach: We'd analyze the impact of this feature on donation behavior.
Why it matters: Ensures we're comparing apples to apples and not facing a data discrepancy. Expected answer: No changes in calculation methods. Impact on approach: If changed, we'd need to recalibrate our analysis based on the new methodology.
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