Dates and Timelines
Publication dates, court decisions, product releases, historical events, deadlines, and regulatory milestones.
Verify • Compare • Review
Fact-Checking Process
A practical framework for checking claims, sources, dates, quotations, statistics, technical details, and AI-assisted content before publication.
Why Verification Matters
Strong Content Requires More Than a Convincing Answer
Information can sound authoritative and still be incomplete, outdated, misunderstood, exaggerated, or false. Fact-checking helps reduce those risks by comparing claims with credible evidence.
The Purpose of Fact-Checking
Fact-checking is not limited to finding obvious errors. It also examines whether a statement is current, fairly worded, supported by the source, presented in context, and clearly distinguished from opinion or prediction.
The objective is not to claim perfect accuracy. The objective is to use a repeatable process that improves reliability and makes corrections possible when new evidence appears.
Verification Priorities
What Should Be Checked Before Publication?
The level of review depends on the subject, but certain categories of information deserve particular attention.
Names and Titles
People, organizations, books, laws, agencies, technical projects, companies, and official positions.
Statistics and Numbers
Prices, percentages, market figures, transaction speeds, adoption numbers, survey results, and research findings.
Quotations
Exact wording, speaker identity, source context, publication date, and whether the quotation is complete.
Laws and Regulations
Legislation, court rulings, regulatory guidance, government actions, legal status, and effective dates.
Technical Claims
Product features, blockchain capabilities, software behavior, system architecture, security practices, and specifications.
Source Attribution
Whether the cited source actually supports the claim and whether the source has been represented accurately.
AI-Generated Claims
Names, dates, citations, quotations, research papers, technical details, and confident statements produced by AI systems.
The Verification Path
Eight Steps From Claim to Publication
Not every sentence requires the same level of review, but important claims generally follow this process.
Identify the Claim
Determine exactly what the statement says and what evidence would be needed to support it.
Locate the Original Source
Find the official document, study, ruling, dataset, announcement, or technical reference whenever practical.
Confirm the Source
Check the author, organization, publication date, authenticity, relevance, and authority of the source.
Read the Full Context
Review surrounding language, conditions, methodology, limitations, definitions, and exceptions.
Compare Other Sources
Check whether independent references support, qualify, update, or contradict the claim.
Check the Wording
Make sure the final statement is no stronger or broader than the available evidence supports.
Add Qualifications
Identify uncertainty, estimates, assumptions, limitations, disagreements, and changing conditions.
Conduct Human Review
Recheck the statement, source, link, date, context, grammar, and possible reader misunderstanding.
Step One
Define the Exact Claim
A statement cannot be checked effectively until it is clear what is being claimed. Broad or vague statements often combine several different claims that require separate evidence.
For example, saying that a technology is “faster, safer, cheaper, and widely adopted” contains at least four different claims. Each one may require different evidence.
Breaking a statement into smaller parts makes it easier to identify what is factual, what is interpretive, and what remains uncertain.
Questions to Ask
- What exactly is being stated?
- Is the claim factual, interpretive, predictive, or promotional?
- Does the claim contain multiple separate ideas?
- Is the wording absolute or qualified?
- What evidence would prove or disprove it?
- Could a reasonable reader misunderstand it?
Step Two
Locate the Primary Evidence
Whenever practical, important claims should be traced to the original source rather than relying only on a summary, headline, repost, or social media discussion.
Primary sources are especially important when checking legal rulings, technical specifications, official announcements, research findings, government actions, company policies, and direct quotations.
A secondary source may explain the information well, but the original record often provides the most accurate wording and context.
Examples of Primary Sources
- Government publications and agency websites.
- Court rulings, filings, and legal documents.
- Official technical documentation.
- Original research papers and datasets.
- Company filings and direct announcements.
- Transcripts, interviews, and recorded statements.
- Legislation and regulatory guidance.
Step Three
Evaluate the Source Itself
A source may appear professional and still be outdated, biased, irrelevant, promotional, or unsupported.
Authority
Does the author or organization have direct knowledge, recognized expertise, official responsibility, or access to the evidence?
Authenticity
Is the source genuine, complete, and published by the organization or person it claims to represent?
Date
Is the source current enough for the claim, or has newer information replaced or modified it?
Evidence
Does the source include data, documentation, methodology, references, or direct support for its conclusions?
Purpose
Is the source intended to inform, sell, persuade, entertain, advocate, speculate, or promote?
Relevance
Does the source directly support the specific claim, or does it merely discuss a related subject?
Step Four
Read Beyond the Headline
A headline, summary, isolated sentence, screenshot, or short social media post may remove important context.
The original source may contain conditions, exceptions, limitations, definitions, confidence ranges, warnings, or qualifications that materially change the meaning.
Fact-checking should examine the full passage and not simply confirm that a familiar phrase appears somewhere in the source.
Context Checks
- Read the paragraphs before and after the statement.
- Review definitions used by the source.
- Check whether conditions or exceptions apply.
- Examine the full chart, table, or dataset.
- Confirm whether the statement refers to a proposal or completed action.
- Check whether a quotation has been shortened or altered.
Step Five
Compare Independent Sources
Cross-referencing helps reveal whether a claim is broadly supported, disputed, incomplete, outdated, or based on a single interested source.
Look for Agreement
Determine whether credible independent sources report the same central facts.
Identify Differences
Note where sources use different numbers, dates, definitions, interpretations, or assumptions.
Check for Updates
A newer source may correct, expand, reverse, or replace earlier information.
Examine Independence
Several articles repeating the same original claim do not necessarily count as independent confirmation.
Step Six
Match the Wording to the Evidence
A source may support a limited statement without supporting a stronger or more dramatic version of that statement.
Avoid Overstatement
Words such as “proves,” “guarantees,” “always,” “never,” “confirmed,” “official,” and “certain” should be used only when the evidence clearly supports them.
A report that something is being tested does not prove that it has been fully launched. A proposed law is not an enacted law. A forecast is not a guaranteed outcome. A company statement is not automatically independent verification.
Useful Qualification Terms
- According to the official announcement
- The available evidence indicates
- The company reports
- The proposal would
- Researchers estimate
- The outcome remains uncertain
- The claim has not been independently confirmed
Quotation Verification
Checking Exact Words and Attribution
Quotations can be powerful, but they require special care because even a small wording change can alter the meaning.
Confirm the Speaker
Verify who made the statement and whether the attribution comes from a reliable record.
Confirm the Wording
Compare the quotation with the transcript, document, recording, interview, or original publication.
Confirm the Context
Review what came before and after the quoted words and whether the speaker was describing, questioning, rejecting, or supporting the idea.
Confirm the Date
A quotation may reflect an older position that has since changed.
Avoid Quote Images Alone
A graphic containing a quotation should be traced to the original source rather than accepted automatically.
Label Paraphrases
A summary of someone’s meaning should not be presented inside quotation marks as though it were their exact language.
Statistics and Data
Checking Numbers Carefully
Numbers often create an impression of certainty, but statistics can be misleading when the source, date, sample, unit, calculation, or definition is unclear.
A percentage without a baseline may exaggerate a change. A market figure may depend on the time it was recorded. A survey result may depend on the sample size and wording of the question.
Whenever possible, numerical claims should include enough context for readers to understand what the number represents.
Data Verification Checklist
- Confirm the original source of the number.
- Check the date and measurement period.
- Verify the unit, currency, percentage, or scale.
- Review the sample size and methodology.
- Recalculate simple totals or percentages when practical.
- Compare with another credible dataset.
- Avoid presenting estimates as exact figures.
AI-Assisted Research
Verifying Information Produced by Artificial Intelligence
AI systems can help identify questions, summarize documents, compare ideas, and organize research. They can also generate false details that sound completely convincing.
Check Every Citation
Confirm that the source exists, the title is correct, the author is real, and the source supports the claim.
Verify Names and Dates
AI may confuse similar people, organizations, court cases, product releases, or historical events.
Open the Original Source
Do not rely only on the AI summary when the underlying document is available.
Challenge Confident Claims
Confidence in wording does not prove accuracy. Strong claims require strong evidence.
Watch for Fabrication
AI may invent studies, quotations, books, statistics, URLs, laws, or technical features.
Check Current Information
AI knowledge may be incomplete or outdated, especially for recent events, laws, products, prices, and software.
Compare Multiple Tools
Different systems may reveal disagreements or missing details, but agreement among AI tools is not proof by itself.
Keep Human Control
Final editorial judgment, interpretation, approval, and responsibility remain human.
Disagreement and Uncertainty
What Happens When Sources Conflict?
Credible sources do not always reach the same conclusion. Responsible fact-checking should acknowledge the disagreement rather than hide it.
Compare the Evidence
Determine what data, records, methods, or assumptions each source uses.
Check the Dates
A later source may include new evidence or correct an earlier conclusion.
Identify Definitions
Sources may appear to disagree because they define the subject differently.
State the Uncertainty
When the evidence does not support a single answer, the article should say so clearly.
Additional Caution
Fact-Checking High-Stakes Information
Medical, legal, financial, cybersecurity, and technical claims may affect important decisions and therefore require additional care.
Medical Claims
Check recognized medical authorities, current research, safety warnings, evidence quality, and whether the claim exceeds established findings.
Legal Claims
Review the actual law, ruling, filing, jurisdiction, effective date, appeal status, and official interpretation.
Financial Claims
Confirm prices, dates, assumptions, market conditions, risk statements, and whether scenarios are being presented as guarantees.
Security Claims
Verify instructions with official technical documentation and avoid presenting untested procedures as universally safe.
Professional Advice Reminder
Fact-checked educational content does not replace personalized guidance from qualified medical, legal, financial, technical, or security professionals.
Final Editorial Review
The Last Check Before Publication
After research and drafting, the page should receive a final review focused on accuracy, clarity, source support, reader understanding, and technical quality.
This review may also include checking headings, internal links, metadata, structured data, spelling, grammar, disclaimers, image descriptions, and mobile readability.
Final Review Checklist
- Do the sources support the main claims?
- Are important dates and numbers correct?
- Are facts separated from opinion and forecasts?
- Is uncertainty clearly explained?
- Are quotations accurate and properly attributed?
- Do the source links work?
- Could the wording mislead a beginner?
- Are appropriate disclaimers included?
Continuing Review
Fact-Checking Does Not End at Publication
Articles may require revision as new evidence appears, links change, laws evolve, products update, markets move, or errors are reported.
Monitor Major Changes
Review pages after significant legal, technical, scientific, financial, or regulatory developments.
Repair Broken Sources
Replace or update links when official pages move, documents are archived, or resources disappear.
Review Reader Reports
Examine correction requests and supporting evidence submitted by readers.
Update Dates and Context
Revise wording that was accurate at publication but has become incomplete or outdated.
Add New Evidence
Expand articles when important studies, official reports, or technical documentation become available.
Correct Material Errors
Clarify, revise, remove, or replace information when credible evidence shows that a correction is necessary.
Reader Participation
Reporting a Possible Error
Readers can help improve the Knowledge Centers by reporting factual concerns, outdated information, broken links, incorrect quotations, unclear wording, or missing context.
Suggestions are evaluated against available evidence. A disagreement in opinion does not automatically establish that a factual error has occurred.
A Helpful Report Includes
- The page URL or article title.
- The exact statement or section in question.
- A brief explanation of the concern.
- Credible supporting documentation.
- The corrected information, when known.
Fact-Checking Summary
A Repeatable Process for Better Information
The Bruce Goldwell Knowledge Centers use fact-checking to reduce unsupported claims, verify important details, evaluate sources, identify uncertainty, and improve reader understanding.
- Define the exact claim.
- Locate the original evidence.
- Evaluate the source.
- Review the full context.
- Compare independent references.
- Match the wording to the evidence.
- Verify AI-generated details.
- Review and update after publication.
Fact-checking improves reliability, but it does not eliminate every possibility of error. Readers are encouraged to examine original sources and confirm important information independently.
Related Resources
Explore the Complete Methodology
Editorial Policy
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View Sources and ReferencesTrusted Sources
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