Fact-Checking & Verification Policy
Last Updated: August 2026
Michael’s Take publishes economic and financial analysis across a wide range of subjects, including business, celebrities, sports, entertainment, concerts, events, technology, artificial intelligence, software, tourism, travel, careers, and other areas where economic and financial factors can provide useful insight.
Because many of these subjects involve rapidly changing information, verification is an important part of our editorial process.
Our Approach to Verification
We seek to verify material factual claims before publication whenever reasonably possible.
The level of verification may depend on the nature of the article, the significance of the claim, the availability of reliable sources, and how quickly the underlying information is changing.
Sources
Depending on the subject, we may use sources such as:
- Government agencies and official statistics
- Company websites and official statements
- Regulatory filings and financial reports
- Official event and organization information
- Public records
- Academic and research publications
- Industry data
- Direct statements from relevant individuals or organizations
- Reputable news and reference sources
When practical, we prefer primary or authoritative sources for important factual claims.
Financial and Economic Data
When an article uses financial or economic figures, we seek to identify the relevant source and consider the date and context of the information.
Market prices, exchange rates, economic indicators, company valuations, revenue figures, ticket prices, employment information, and other time-sensitive data may change.
Readers should consider the publication date and subsequent updates when interpreting such information.
Public Figures and Celebrities
Coverage involving celebrities, athletes, executives, public figures, or other individuals should distinguish between verified facts and interpretation.
We seek to avoid presenting speculation, rumors, or unverified claims as established facts.
Companies, Products, and Technology
When analyzing companies, software, technology, AI products, or commercial services, we seek to verify important claims through appropriate sources.
Where information comes directly from a company or commercial provider, we seek to make the source and context clear.
Analysis and Interpretation
Verification applies to factual claims. It does not mean that every analytical conclusion has a single objectively correct answer.
Economic and financial analysis can involve assumptions, estimates, competing interpretations, and uncertainty.
We aim to distinguish:
Facts — information supported by evidence.
Analysis — interpretation of facts and their economic or financial implications.
Opinion — an editorial judgment or viewpoint.
Forecasts — expectations about possible future outcomes that may not occur.
Corrections
If a material factual error is identified after publication, we may correct or update the affected content according to our Corrections Policy.
Readers can report potential factual errors through our Contact page.
Use of Artificial Intelligence
AI tools may assist with certain research, drafting, organization, or editorial workflow tasks.
However, AI output is not automatically treated as verified information.
Material factual claims generated or assisted by AI should be reviewed before publication, particularly when they involve financial figures, names, dates, quotations, statistics, legal matters, companies, or other information where accuracy is important.
Limitations
No verification process can guarantee that every published statement will remain accurate indefinitely.
Information may change, sources may later revise their information, and new evidence may become available.
Our objective is to apply a reasonable and transparent verification process and correct material errors when they are identified.
Michael’s Take
Independent economic and financial analysis.