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

Data Interview Question

Challenges with Excessive Social Connections

bugfree Icon

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

Requirements Clarification & Assessment

  1. Understand the Context:

    • Business Objective: Determine if there's a business goal related to users with an unusually high number of friends. Is there a feature targeting these users, like special recommendations or content moderation?
    • User Classification: Clarify if users with significantly more friends are to be treated as potential celebrities or public figures, which might require different handling.
  2. Define "Significantly More Friends":

    • Establish the average number of friends per user and identify the threshold for what constitutes a significantly higher number.
    • Consider using statistical measures like percentiles (e.g., top 1%, top 5%) instead of averages to mitigate the influence of outliers.
  3. Identify Technical Problems:

    • Frontend Issues:
      • Problems rendering large friend lists on mobile and web platforms.
      • Notification overload due to excessive activity from numerous friends.
    • Backend Challenges:
      • Database scalability and performance issues.
      • Increased load on recommendation engines and algorithms.
    • Security Concerns:
      • Potential for spam or fake accounts.
      • Risk of privacy breaches with a large network.
  4. Data Collection & Metrics:

    • Collect metrics on the average number of friends, friend request patterns, and user interaction data.
    • Monitor customer service reports and feedback related to technical issues.