Introduction
The recent 15% drop in average order value for produce items on Instacart over the past month 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 our business.
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: Changes in product selection or pricing could directly impact average order value. Expected answer: Information about recent product or pricing changes. Impact on approach: If changes were made, we'd focus on their specific effects; if not, we'd look at other factors.
Why it matters: Ensures we're dealing with a real issue and not a data anomaly. Expected answer: Confirmation of consistent measurement methods. Impact on approach: If measurement changed, we'd need to reassess the problem; if not, we proceed with our analysis.
Why it matters: Helps identify if the issue is widespread or specific to certain user groups. Expected answer: Insights into user segment behavior changes. Impact on approach: Would guide our focus on specific user groups or broader trends.
Why it matters: Helps distinguish between cyclical trends and unique problems. Expected answer: Information on historical patterns and current market conditions. Impact on approach: Would help determine if this is a temporary trend or a more persistent issue.
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