Editorial policy
Everything published in the CreditKaren Learn hub is written to help a consumer understand their own credit report. This page explains how that content is produced.
Our standard
Articles are created and reviewed for clarity, accuracy, originality, and practical usefulness. We aim to explain how something works, what a consumer can check themselves, and where the answer depends on their specific creditor, bureau, or reporting history. Where something is uncertain or varies, we say so rather than presenting a single confident answer.
How AI is used
AI tools may assist with drafting, outlining, summarizing source material, and research workflows. AI output is never published as-is. Every article is read and edited by a human before publication, and factual statements are checked against primary sources. Articles are bylined to the CreditKaren Editorial Team, which reflects how they are produced. See how we create content for more detail.
Sourcing
We prioritize, in roughly this order:
- Federal statutes and regulations, such as the Fair Credit Reporting Act.
- Government and consumer-protection agencies, including the CFPB and FTC.
- First-party documentation from credit bureaus and scoring model developers.
- Other primary materials, such as official forms, notices, and published methodologies.
We link to sources so readers can verify claims directly. We do not cite sources we have not read, and we do not invent statistics, deadlines, or quotations.
What we do not publish
- Promises of score increases, deletions, dispute outcomes, or approvals.
- Advice to dispute information the reader knows to be accurate.
- Legal or financial advice for an individual situation.
- Testimonials, reviews, awards, credentials, or partnerships we cannot verify.
- Copied, scraped, spun, or lightly rewritten third-party content.
Credentials
We do not claim professional certification, legal licensure, or accreditation for our writers or editors. Our content is general consumer education. For advice about your circumstances, consider a licensed attorney, a nonprofit credit counselor, or another qualified professional.
Updates and corrections
Each guide displays a last-reviewed date. Articles are revisited when guidance, statutes, agency resources, or scoring practices change in a way that affects the advice. If you find an error, email us through the contact page and describe the issue. Corrections to substantive errors are made in the article and the review date is updated.
Independence and advertising
Educational articles may appear on pages that display third-party advertising. Advertisers have no input into what we publish, how topics are selected, or the conclusions in a guide. Advertising is kept visually separate from editorial content, and product screens such as upload, analysis, results, and lead forms carry no advertising at all.