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Data Interview Question

Mapping Nicknames to Full Names in Meta/Facebook

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Requirements Clarification & Assessment

  1. Objective Clarification:

    • Determine the primary goal of mapping nicknames to full names. Is it for enhancing user experience, improving search functionality, or for data analytics purposes?
    • Identify the scope: Are we focusing solely on Meta/Facebook, or should this extend to other platforms like Instagram and WhatsApp?
  2. Data Availability:

    • Assess the availability of data across Meta platforms. Are there APIs or data sharing agreements that allow access to user profile information across platforms?
    • Understand privacy policies and user consent requirements for accessing and using personal data.
  3. Nickname Variability:

    • Consider the cultural and geographical variations in nicknames.
    • Account for multiple nicknames for a single individual and vice versa.
  4. Technical Constraints:

    • Identify the computational resources available for data processing and analysis.
    • Determine the limitations of existing tools or libraries for natural language processing (NLP) and machine learning (ML).
  5. Success Metrics:

    • Define what constitutes a successful mapping. Is it a certain accuracy rate or user satisfaction level?
    • Establish benchmarks for acceptable error rates in nickname-to-full-name mappings.