Search, compare, and choose colleges
College Scorecard (ed.gov) scores 70 out of 100 on Brand Analyzer, placing it in the Developing tier among Education brands, Government brands, in the 21st percentile of 13598 Education brands.
College Scorecard is a free online tool provided by the U.S. Department of Education that allows prospective students, families, and counselors to compare American colleges based on government-verified data such as cost, graduation rates, and post-graduation earnings. It aims to support informed higher education decisions by presenting transparent, outcome-based information rather than marketing claims, positioning itself as an official, trusted resource for evaluating colleges and fields of study.
| Brand Name | College Scorecard |
|---|---|
| Domain | ed.gov |
| Industry | Education, Government |
| Parent Company / Owner | U.S. Department of Education |
| Main Competitors | Niche (92/100), U.S. News & World Report College Rankings (74/100), BigFuture (College Board), Peterson's (85/100), Unigo (73/100), Cappex (81/100), PayScale College Salary Report (93/100) |
Moz Domain Authority 92/100 vs category average 49 / leader 99 - a strong backlink profile, so AI systems frequently encounter mentions of the brand.
College Scorecard appears on Wikipedia but without a dedicated company entity, so AI models can confuse it with similarly named subjects.
The homepage meta description reads "The U.S. Department of Education" (Meta description: 5 words. OG description present but brief) - this is the summary AI engines are most likely to quote.
Structured data on the homepage: og:title, og:description, og:image, og:type, Twitter cards. Adding Organization and FAQ schema would further help AI crawlers parse the brand's identity.
AI-crawler access: robots.txt present, no AI bot restrictions - robots.txt controls whether engines like GPTBot and ClaudeBot can read the site at all.
Detected tech stack: Vue.
Social footprint: verified profiles on GitHub, Instagram; no detected presence on X (Twitter), LinkedIn, Facebook, YouTube - consistent profiles reinforce the brand's identity across the web.
0 Reddit mentions - community discussion signals real-world reputation to AI models.
Live results from asking a general-purpose AI assistant about the brand, checked September 2026.
When asked "What is College Scorecard?", Claude could identify the brand as of September 2026. College Scorecard is a tool run by the U.S. Department of Education that provides data on colleges and universities, including costs, graduation rates, average salaries after attending, and student debt levels, to help prospective students compare schools. Best known for providing government-verified data on college costs and post-graduation outcomes like earnings and debt.
When asked "Best brands similar to College Scorecard?", Claude would recommend College Scorecard as of September 2026. It's a widely trusted, free federal resource for comparing colleges based on real outcomes data, so I'd mention it alongside other college research tools.
Common questions people ask in Google, ChatGPT, Claude, Gemini, Perplexity, and other AI search engines.
College Scorecard's main competitors in Education: Niche (92/100), U.S. News & World Report College Rankings (74/100), Peterson's (85/100), Unigo (73/100), Cappex (81/100).
Sources: Brand Analyzer scan
Yes, College Scorecard is considered trustworthy because it is an official resource provided by the U.S. Department of Education, offering government-verified data on college outcomes rather than marketing-driven claims. Its positioning emphasizes objective, real-world data such as graduation rates and earnings, reinforcing its credibility as a reliable source for comparing colleges.
Sources: College Scorecard official site
College Scorecard offers an online comparison tool that provides data on college costs, graduation rates, and post-graduation earnings, enabling users to compare colleges and specific fields of study based on measurable outcomes.
Sources: College Scorecard official site
College Scorecard is an online tool created by the U.S. Department of Education that allows users to compare American colleges based on data such as cost, graduation rates, and post-graduation earnings. It serves as a government-run resource for evaluating higher education institutions using verified outcome data rather than promotional material.
Sources: College Scorecard official site
College Scorecard has limited AI-search visibility, scoring 44/100 on Brand Analyzer's AI visibility composite (visibility 31, trust 44, recommendation 66). This estimates how likely AI engines like ChatGPT, Claude, Gemini and Perplexity are to know, trust, and recommend the brand.
Sources: College Scorecard official site
College Scorecard provides data-driven comparisons of colleges, allowing users to evaluate institutions side by side based on factors like tuition costs, graduation rates, and earnings after graduation. It compiles official government data to help students and families assess the value and outcomes of different colleges and fields of study.
Sources: College Scorecard official site
College Scorecard scores 66/100 on Brand Analyzer's AI recommendation signal, indicating it is reasonably likely to be surfaced when AI assistants like ChatGPT suggest Education options. Recommendation depends on crawlability, structured data, and category authority; a Wikipedia presence helps.
Sources: College Scorecard official site
College Scorecard is used by prospective college students, their families, and education counselors who are researching and comparing colleges based on cost, value, and outcomes to make informed higher education decisions.
Sources: College Scorecard official site
College Scorecard is known for being an official U.S. Department of Education tool that offers transparent, government-verified data on college costs, graduation rates, and post-graduation earnings, allowing users to make side-by-side comparisons between institutions.
Sources: College Scorecard official site
College Scorecard can improve AI discoverability by strengthening structured data (Organization and FAQ schema), maintaining an accurate Wikipedia/Wikidata entity, earning authoritative citations, and keeping content crawlable for AI bots. Brand Analyzer measures these as visibility, trust, and recommendation signals.
Sources: College Scorecard official site
College Scorecard is popular because it provides free, transparent, and government-verified information that helps students and families make informed decisions about college choices based on real outcomes like cost, graduation rates, and post-graduation earnings, rather than relying on marketing materials from schools.
Sources: College Scorecard official site
College Scorecard scores 44/100 for AI visibility - how well ChatGPT, Claude, Perplexity and Google AI Overviews can discover, identify and cite the brand.
College Scorecard has a limited AI-visibility profile at 44/100 - a proxy for how readily ChatGPT, Perplexity and Google's AI Overviews can recognise and cite it. Its strongest area is recommendation likelihood (66/100) and its weakest is visibility (31/100). It benefits from a Wikidata knowledge-graph entry, a Moz Domain Authority of 92/100 and open access for AI crawlers (GPTBot, ClaudeBot, etc.). The main gaps holding it back: no clear Wikipedia entity to anchor it in LLM training data, thin schema.org structured data and no llms.txt to steer AI to its best pages. In a live check, Claude could already identify College Scorecard from memory (September 2026) - a sign these signals are paying off.
The score combines seven dimensions - name quality, digital presence, visual identity, messaging clarity, trust foundation, AI discoverability, and brand authority - into a single objective benchmark.
70 in September 2026, level with 70 in September 2026.
Ranked closest to College Scorecard: Duncker & Humblot (70/100), Duke University School of Medicine (70/100), EdTech Magazine (70/100), EduCanada (70/100).
A step up - brands to learn from: Ziyouz (71/100), ZiyoNET (71/100).
Category leader: Canva (97/100).
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