Introduction
The recent 15% decrease in average order value for Faire's home decor category 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 business.
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Understanding the timeline helps identify potential correlations with specific events or changes. Expected answer: The decline has been observed over the past month. Impact on approach: A shorter timeframe might indicate a more acute issue requiring immediate action.
Why it matters: This helps determine if the issue is category-specific or indicative of a broader problem. Expected answer: Other categories have remained stable. Impact on approach: If isolated, we'd focus on home decor-specific factors; if widespread, we'd consider company-wide issues.
Why it matters: Technical changes could directly impact user behavior and purchasing decisions. Expected answer: A new recommendation algorithm was implemented two weeks ago. Impact on approach: This would shift our focus to the algorithm's impact on product visibility and user engagement.
Why it matters: Competitive pressures could be driving customers to alternatives. Expected answer: A major competitor launched a promotional campaign last month. Impact on approach: We'd need to analyze our pricing and value proposition relative to competitors.
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