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Data Interview Question
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Assessing Customer Interaction Levels
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Requirements Calrification & Accessment
Requirements Clarification & Assessment
Clarifying Questions:
What is the goal of measuring customer engagement and disengagement?
Is it to increase user retention, enhance user experience, or improve conversion rates?
Which platform or product are we focusing on?
Are we evaluating engagement on a mobile app (iOS or Android), a web application, or across multiple platforms?
Who are the customers?
Are they end consumers, merchants, or service providers?
What defines engagement and disengagement in this context?
Is engagement characterized by frequent logins, purchases, or social sharing, while disengagement is marked by inactivity or churn?
Assumptions:
Engagement involves meaningful user interactions with the platform over a period.
Disengagement is characterized by a reduction or cessation of these interactions.
Metrics will be used to measure success and guide future improvements.
The primary focus is likely on consumer engagement.
Success Metrics:
Increase in monthly active users (MAU) or daily active users (DAU).
Growth in conversion rates from visits to purchases.
Reduction in churn rates.
Guardrail Metrics:
Ensure that engagement metrics do not decrease from the previous year.
Maintain or improve user satisfaction scores.
Solution
Validation
Considerations and Trade-offs