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Identifying Key Elements to Check
- [ ] Highlight all factual elements, including:
- [ ] Names (people, organizations, locations)
- [ ] Dates (historical events, deadlines, research studies)
- [ ] Statistics (percentages, averages, numerical claims)
- [ ] Job titles (ensure accuracy and current status)
- [ ] Any claims (factual, controversial, or surprising)
- [ ] Any numerical data (percentages, survey results, financial figures)
- [ ] Quotes (verify authenticity, context, and source)
- [ ] Flag statements that:
- [ ] Sound "too good to be true"
- [ ] Are vague or overly generalized (e.g., "scientists say…")
- [ ] Use misleading phrasing (e.g., "studies suggest" without citing sources)
- [ ] Could be considered misleading due to omitted context
Verifying Sources and Data
- [ ] Use only primary or highly credible sources, such as:
- [ ] Government reports (Census Bureau, WHO, UN, World Bank, etc.)
- [ ] Peer-reviewed academic journals (via Google Scholar, JSTOR)
- [ ] Established, reputable news organizations (BBC, The New York Times, Reuters)
- [ ] Verified corporate reports (SEC filings, financial disclosures)
- [ ] Cross-check information across multiple independent sources.
- [ ] Assess source credibility:
- [ ] Who published the information?
- [ ] Do they have a potential bias or agenda?
- [ ] Is the methodology transparent?
- [ ] Evaluate data accuracy:
- [ ] Confirm methodology (sample size, study dates, funding sources)
- [ ] Ensure statistics aren’t manipulated or taken out of context
- [ ] Differentiate between correlation and causation
Fact-Checking Quotes and Claims
- [ ] Verify direct quotes:
- [ ] Confirm attribution (speaker, date, context)
- [ ] Ensure no paraphrasing distorts meaning
- [ ] Check if the quote has been debunked before
- [ ] Contact individuals for verification if necessary:
- [ ] Send email to verify, as responses may take time
- [ ] Ask for source material or supporting documents
- [ ] Identify fabricated statistics, case studies, or references.
Checking Images and Multimedia
- [ ] Run images through verification tools:
- [ ] Google Reverse Image Search or TinEye for sourcing
- [ ] Check metadata using Metadata2go for date, location, and device details
- [ ] Ensure captions accurately reflect the image’s context.
- [ ] Detect deepfakes or edited visuals using InVID for videos.
- [ ] Listen for inconsistencies in audio recordings.
Preventing Plagiarism & AI Hallucinations