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Requirements Clarification & Assessment
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?
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.
Nickname Variability:
Consider the cultural and geographical variations in nicknames.
Account for multiple nicknames for a single individual and vice versa.
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).
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.