Assessing the Prevalence of Misinformation on Facebook
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Requirements Clarification & Assessment
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.
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.
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.
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.
Ethical Considerations:
Address user privacy concerns and ensure compliance with relevant data protection regulations.
Consider the ethical implications of potentially misclassifying content as misinformation.