Introduction
The recent 20% decrease in average order value (AOV) for groceries on Flipkart is a concerning trend that requires immediate attention. As we dive into this product root cause analysis, we'll systematically explore potential factors contributing to this decline, validate our hypotheses, and develop a comprehensive plan to address the issue.
Our approach will involve a thorough examination of internal and external factors, data analysis, and strategic thinking to uncover the root cause and propose effective solutions. We'll consider both short-term fixes and long-term strategies to ensure sustainable growth in AOV.
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: Seasonal trends can significantly impact grocery shopping behavior. Expected answer: It's not aligned with any major seasonal event. Impact on approach: If seasonal, we'd focus on year-over-year comparisons and seasonal strategies.
Why it matters: Understanding affected segments helps target solutions more effectively. Expected answer: The decrease is more significant among high-value customers. Impact on approach: We'd prioritize retention strategies for high-value customers.
Why it matters: Recent changes could directly impact user behavior and AOV. Expected answer: A new discount structure was implemented last month. Impact on approach: We'd analyze the impact of the new discount structure on purchasing behavior.
Why it matters: Ensures we're working with accurate data and not chasing a non-existent problem. Expected answer: No changes in calculation or known system issues. Impact on approach: We'd focus on actual user behavior changes rather than data anomalies.
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