Editorial standards

Independence

Editorial decisions are made by our editors alone. No school, lender, program, or advertiser reviews, approves, or pays for any guide or tool. Sponsored listings and affiliate links are labelled and kept visibly separate from editorial content (see our affiliate disclosure).

Sources

We rely first on primary and official sources: the U.S. Department of Education and StudentAid.gov, the Department of Labor and Apprenticeship.gov, the Bureau of Labor Statistics, O*NET, the IRS, the Federal Trade Commission, and the organizations that run the programs we describe. Every guide lists the sources it depends on at the end.

Numbers and facts that change

Award amounts, loan limits, interest rates, deadlines, and program rules change, sometimes every year. We handle them in three ways:

• We state the year a figure applies to, for example “for the 2026–27 award year.”
• We keep a register of every time-sensitive fact in every guide, which you can see under “Facts in this guide that change over time.”
• When we can’t verify a current figure from an official source, we leave it out and link to where the current figure is published.

Examples and people

We don’t invent statistics, surveys, experts, quotes, testimonials, or case studies. When a guide uses a person to illustrate a point, it’s labelled as an illustrative example and the arithmetic is shown.

Balance

We don’t assume everyone should get a four-year degree, and we don’t assume nobody should. We cover community colleges, trade schools, apprenticeships, certificates, online learning, and employer-supported education on equal terms, including their downsides.

How the tools work

Each tool explains its inputs, its assumptions, and its limits on its own page. Tools calculate from what you enter; they don’t look up your personal records, and their results are estimates, not determinations of eligibility, cost, or suitability.

Reviews and dates

Every guide shows the date it was first published and the date it was last reviewed. A review means an editor re-checked the time-sensitive facts and the links against current official sources.

Corrections

If you find an error or an out-of-date fact, please tell us. We fix confirmed errors promptly, update the review date, and, when a correction changes the meaning of advice, note what changed at the end of the guide.