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Data Interview Question

Assess News Relevance

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Requirements Clarification & Assessment

  • Define Relevance: Understand how relevance is defined. Is it a binary classification (relevant/not relevant), or is there a continuous scale of relevance?
  • User Context: Determine whether relevance is general or user-specific. Is the model personalized to individual user preferences or general for all users?
  • Feedback Mechanism: Clarify if implicit signals (click-through rate, dwell time) or explicit feedback (likes, shares) will be used to determine relevance.
  • Dataset Characteristics: Assess if the dataset is balanced or imbalanced in terms of relevant and non-relevant news articles.
  • Business Objective: Understand the business goals. Is the model intended to increase user engagement, time spent on the platform, or another metric?
  • Baseline Model: Determine if there is an existing model or baseline to compare the new model against.