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Data Interview Question

Parental Presence on Teen Engagement

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Requirements Clarification & Assessment

  1. Define Engagement Metrics:

    • Likes, Comments, and Shares: Number of interactions a teenager has with content.
    • Time Spent: Duration of active usage on Facebook.
    • Frequency of Posts: Number of posts made within a specific time frame.
    • Session Count: Number of times the app is opened.
  2. Identify Teenagers and Parents:

    • Age Range: Define teenagers as users between 13-18 years old.
    • Parent Identification: Use relationship data or similar last names to match parents and teenagers.
    • Data Availability: Ensure the dataset includes labeled data to identify parent-teen relationships.
  3. Time Frame:

    • Pre and Post Analysis: Consider a period of 1-3 months before and after the parents join Facebook.
  4. Hypothesis Definition:

    • Null Hypothesis: Parental presence does not affect teenage engagement.
    • Alternative Hypothesis: Parental presence decreases teenage engagement.
  5. Data Collection:

    • Data Sources: Access historical engagement data and relationship status data.
    • Sample Size: Ensure a large enough sample of teenagers with and without parental connections.