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Data Interview Question

Summarizing Social Media Content

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Requirements Clarification & Assessment

  1. Define "Summarize":

    • What does summarization entail in this context? Is it about extracting key themes, sentiments, or aggregating statistics?
    • Clarify the target audience for the summary and their specific needs.
  2. Determine Objectives:

    • Understand the purpose of summarizing the Twitter feed. Is it for user engagement, marketing insights, or sentiment analysis?
    • Identify the scope of the feed (e.g., specific hashtags, user accounts, or general trends).
  3. Data Collection:

    • Assess the volume and frequency of tweets to be analyzed.
    • Consider the need for real-time processing versus periodic batch processing.
  4. Success Metrics:

    • Define metrics for evaluating the effectiveness of the summarization (e.g., user engagement rates, sentiment accuracy, or topic relevance).
    • Establish baseline metrics for comparison.
  5. Technical Constraints:

    • Understand the limitations of available computational resources and APIs.
    • Identify any data privacy or ethical considerations.