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Data Interview Question

Targeting Optimal Merchant Partnerships

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Requirements Clarification & Assessment

  1. Objective Understanding:

    • Primary Objective: Identify 1,000 small businesses from a list of 100,000 for potential partnerships.
    • Secondary Objective: Maximize revenue through increased transactions and user base expansion.
  2. Business Goals Clarification:

    • Are we targeting a specific industry (e.g., restaurants, retail)?
    • Is the focus on increasing the number of consumers or maximizing revenue per transaction?
  3. Revenue Model Insight:

    • Understand how the credit card company generates revenue: primarily through merchant commissions.
    • Determine the importance of Average Order Value (AOV) and transaction volume.
  4. Merchant Characteristics:

    • Identify the characteristics of merchants that align with our goals: high customer footfall, high AOV, minimal existing partnerships with competitors.
  5. Historical Data Utilization:

    • Analyze past successful partnership campaigns to identify patterns and characteristics of high-performing merchants.
    • Consider the response rate and lifetime value of previous merchants.
  6. Constraints & Resources:

    • Limited outreach resources allow engagement with only 1,000 merchants.
    • Evaluate the cost of partnership and technology deployment for each merchant.