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Data Interview Question

Assessing the Prevalence of Misinformation on Facebook

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Requirements Clarification & Assessment

  1. Definition of Misinformation:

    • Clearly define what constitutes misinformation. Consider aspects such as factual inaccuracies, misleading information, and intent to deceive.
    • Differentiate between misinformation, disinformation, and malinformation.
  2. Scope of Analysis:

    • Determine whether the focus is on specific types of content (e.g., political news, health information) or a broader spectrum.
    • Decide if the analysis will cover all geographies or be limited to specific regions.
  3. Data Sources:

    • Identify available data sources within Facebook, such as user interactions, flagged content, and engagement metrics.
    • Consider external data sources, including third-party fact-checking organizations and research studies.
  4. Impact Metrics:

    • Define what metrics will be used to measure the impact on user behavior. Examples include engagement rates, sentiment analysis, and changes in user trust.
  5. Ethical Considerations:

    • Address user privacy concerns and ensure compliance with relevant data protection regulations.
    • Consider the ethical implications of potentially misclassifying content as misinformation.