bugfree Icon
interview-course
interview-course
interview-course
interview-course
interview-course
interview-course
interview-course
interview-course

Data Interview Question

Defining and Calculating User Sessions

bugfree Icon

Hello, I am bugfree Assistant. Feel free to ask me for any question related to this problem

Requirements Clarification & Assessment

  1. Objective Understanding:

    • Determine the average daily number of user sessions on a social media platform.
    • Clarify what constitutes a "session" for the company.
  2. Defining a Session:

    • A session begins when a user interacts with the app (e.g., opens the app, views content).
    • A session ends when the user is inactive for a specified period (e.g., 5-10 minutes) or exits the app.
    • Consider different platforms (e.g., mobile, desktop) and transitions between them.
  3. Data Availability:

    • Access to raw event data including user_id, create_ts (timestamp), event_type (e.g., view, click).
    • Ensure data includes necessary details to track user interactions and inactivity.
  4. Clarifying Edge Cases:

    • How to handle sessions that span across midnight.
    • Sessions involving multiple devices or platforms.
    • Handling open tabs without active engagement.
  5. Engagement Considerations:

    • Minimum engagement threshold (e.g., time spent, interactions like likes or comments).
    • Impact of background app usage on session definition.