Introduction
A 10% drop in users on an Amazon website is a significant issue that requires immediate attention and a systematic approach to identify and address the root cause. As we delve into this problem, we'll follow a structured framework to analyze the situation, generate hypotheses, and develop both short-term and long-term solutions.
Framework overview
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
To better understand the context and scope of the issue, I'd like to ask the following questions:
Why these questions matter:
- Time frame: Helps distinguish between a sudden drop and a gradual decline, informing our approach.
- User type: Allows us to focus on acquisition or retention strategies accordingly.
- User segments: Identifies potential issues affecting specific groups, enabling targeted solutions.
- Recent changes: Pinpoints potential internal causes for the drop.
- Cross-platform trends: Determines if the issue is website-specific or more widespread.
- Metric definition: Ensures we're working with consistent and accurate data.
Hypothetical answers and their impact:
- If the drop occurred suddenly, we'd focus on recent changes or external events.
- If it's affecting new user acquisition, we'd examine our marketing funnel and onboarding process.
- If specific segments are impacted, we'd investigate factors unique to those groups.
- Recent changes could directly link to the drop, simplifying our root cause analysis.
- Cross-platform consistency would suggest a broader issue beyond the website itself.
- Changes in metric definition could explain the apparent drop, requiring a recalibration of our analysis.
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