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Data Interview Question

Enhancing Search Result Recall

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Requirements Clarification & Assessment

  1. Objective Clarification:

    • Enhance the recall of product search results without altering the core search algorithm.
    • Recall is defined as the fraction of relevant items retrieved over the total relevant items available.
  2. Constraints:

    • The core search algorithm cannot be modified.
    • Solutions should focus on modifying inputs or post-processing results.
  3. Understanding Current System:

    • Identify how the current search algorithm processes queries.
    • Determine if the system uses lexical search, semantic search, or a combination.
  4. Data Requirements:

    • Access to historical search queries and results.
    • User interaction data such as clicks, purchases, and search refinements.
  5. User Behavior Insights:

    • Analyze user behavior to understand what users consider relevant results.
    • Identify common search patterns and terms associated with high user satisfaction.