Introduction
The sudden doubling of customer return rates for fashion items on Sky.Garden over the past two weeks is a critical issue that demands immediate attention. This unexpected surge not only impacts our bottom line but also signals potential underlying problems in our product, processes, or customer experience. I'll approach this analysis systematically, focusing on identifying the root cause, validating our findings, and developing both short-term fixes and long-term strategies to address the issue.
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 often correlate with sudden metric shifts. Expected answer: Yes, we launched a new size recommendation feature two weeks ago. Impact on approach: If confirmed, we'd focus on the new feature's implementation and user adoption.
Why it matters: Helps narrow down if it's a global issue or specific to certain products. Expected answer: The increase is most pronounced in women's dresses and shoes. Impact on approach: We'd investigate these specific categories for potential quality or description issues.
Why it matters: Direct customer feedback can provide qualitative insights into the quantitative data. Expected answer: Yes, there's been a 30% increase in complaints about fit and quality. Impact on approach: We'd analyze these complaints for common themes and potential quick fixes.
Why it matters: Changes in customer base can affect return patterns. Expected answer: We launched a influencer marketing campaign targeting younger customers two weeks ago. Impact on approach: We'd examine if the new customer segment has different expectations or behaviors.
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