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Data Interview Question

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Requirements Clarification & Assessment

Objective:

  • Develop a strategy to predict the month and day of Facebook users' birthdays, even if they don't provide this information directly.

Scenarios to Consider:

  • Users who provide their birthdays.
  • Users who do not provide their birthdays.

Data Availability:

  1. Text Data:

    • Posts, comments, and descriptions that mention birthdays.
    • Friends' posts on users' walls with phrases like "Happy Birthday."
    • Comments on users' posts wishing them a happy birthday.
  2. Image Data:

    • Photos or videos showing birthday celebrations.
    • Tagged images of birthdays.
  3. User Activity Data:

    • Spikes in user interactions (likes, comments) on specific dates.
    • Increase in direct messages or conversations around potential birthday dates.
  4. External Data Sources:

    • Interactions with third-party apps offering birthday discounts.

Clarifying Questions:

  • What level of accuracy is required? Is a month-level prediction sufficient?
  • What privacy constraints exist, and how will data protection be ensured?
  • Are there restrictions on the types of data that can be accessed?