Introduction
The recent 20% decline in average order value (AOV) on Sea's Shopee platform across Southeast Asian markets is a significant concern that requires immediate attention. This analysis will systematically investigate potential root causes, generate data-driven hypotheses, and propose actionable solutions to address this critical metric drop.
Framework overview
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minute)
Why it matters: Seasonal trends can significantly impact e-commerce metrics. Expected answer: No major holidays or events during this period. Impact on approach: If confirmed, we'll focus more on internal factors and recent changes.
Why it matters: Different user segments may be responding differently to recent changes or market conditions. Expected answer: The decline is more pronounced among new customers. Impact on approach: We'd prioritize investigating onboarding and first-time user experience issues.
Why it matters: Recent changes could directly impact user behavior and purchasing decisions. Expected answer: A new recommendation algorithm was implemented two weeks ago. Impact on approach: We'd focus on analyzing the impact of this algorithm on product discovery and purchase decisions.
Why it matters: Competitive pressures could be driving users to make smaller purchases or switch platforms. Expected answer: No significant changes in competitor activity observed. Impact on approach: We'd focus more on internal factors and user behavior analysis.
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