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Data Interview Question

Assessing Customer Interaction Levels

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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.