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Data Interview Question

Assessing Friendship Intensity

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Requirements Clarification & Assessment

  1. Understanding "Close" Friendship:

    • Define "close" as a combination of both online interactions and real-life activities.
    • Consider the frequency and intensity of interactions as key indicators of closeness.
  2. Data Sources:

    • Online Interactions: Likes, comments, shares, posts, and direct messages (DMs) exchanged between two users.
    • Real-life Indicators: Photos tagged together, mutual event attendance, and shared location data.
  3. Scope of Analysis:

    • Focus on interactions within Meta's ecosystem, including Facebook, Instagram, and WhatsApp.
    • Consider both qualitative (e.g., sentiment in messages) and quantitative (e.g., number of interactions) data.
  4. Relative Closeness:

    • Evaluate closeness relative to other friendships each user maintains.
    • Determine a scoring or ranking system to assess relative friendship strength.
  5. Privacy Considerations:

    • Ensure compliance with privacy regulations and user consent for data usage.
    • Anonymize and aggregate data where possible to protect user identities.