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Data Interview Question

Free Trial to Paid Conversion Discrepancies

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Requirements Clarification & Assessment

  1. Clarifying the Problem Statement

    • Confirm if the conversion metric is consistent across both countries (same product tiers, subscription plans, etc.).
    • Understand the definition of 'conversion' and whether it includes any specific conditions or qualifiers.
  2. Data Collection

    • Gather data on user demographics, behavior, and engagement metrics from both countries.
    • Obtain historical data on marketing campaigns, pricing strategies, and product features available in each country.
  3. Hypothesis Formation

    • Formulate potential hypotheses for the discrepancy:
      • Cultural differences impacting purchasing behavior.
      • Variations in marketing strategies or campaigns.
      • Economic factors such as average income or purchasing power.
      • Competitor landscape differences.
  4. Stakeholder Alignment

    • Discuss with the Product Manager and relevant stakeholders to align on objectives and expected outcomes of the analysis.