Introduction
The recent 15% decrease in average order value (AOV) for Gojek's GoFood service over the past month is a significant concern that requires immediate attention and a thorough root cause analysis. As we delve into this issue, we'll systematically examine potential factors, generate data-driven hypotheses, and develop a comprehensive plan to address and reverse this trend.
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 consumer behavior and spending patterns. Expected answer: No significant holidays or events during this period. Impact on approach: If confirmed, we'd need to look more closely at internal factors or market changes.
Why it matters: Product changes can directly influence user behavior and order values. Expected answer: A new UI for the ordering process was implemented 6 weeks ago. Impact on approach: This would shift our focus to user experience and potential friction points in the new interface.
Why it matters: Competitive pressures can lead to changes in user behavior or pricing strategies. Expected answer: A new competitor launched with aggressive discounting 3 weeks ago. Impact on approach: We'd need to analyze our pricing and promotion strategies in response to market changes.
Why it matters: Understanding which users are most affected can help target our solutions more effectively. Expected answer: The decrease is more pronounced among occasional users rather than frequent ones. Impact on approach: We'd focus on retention strategies for occasional users and analyze what's keeping frequent users engaged.
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