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Data Interview Question

Locating Residence via Credit Card Transactions

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Requirements Clarification & Assessment

  1. Precision Level

    • Determine the level of precision required for the residence location: city, neighborhood, postal code, or specific address.
    • Understand the privacy constraints and legal boundaries surrounding the use of credit card data.
  2. Data Accessibility

    • Identify the available data fields, such as transaction location, time, merchant category, and billing address.
    • Confirm if the data is anonymized and if there are any restrictions on accessing specific data points.
  3. User Behavior Understanding

    • Assess user behavior patterns, such as frequent purchases, recurring transactions, and time of transactions.
    • Determine if the data includes only credit card transactions or if it is supplemented with other payment methods.
  4. Objective

    • Clarify the context in which the residence determination is needed, such as for marketing, fraud detection, or service personalization.
  5. Ethical and Legal Considerations

    • Ensure compliance with data protection laws and ethical guidelines in handling and analyzing credit card data.
    • Consider user consent and the implications of using personal data for residence determination.