Compare colleges. Compare outcomes.
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 25th percentile of 4375 Education brands.
College Scorecard is an online tool operated by the U.S. Department of Education that allows users to compare American colleges based on cost, graduation rates, and post-college earnings. It provides free, government-verified data intended to help prospective students, parents, and education advisors make informed decisions about higher education. As an official government tool, it positions itself as a trusted, unbiased source for comparing college outcomes and costs across institutions 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 (72/100), Peterson's (85/100), BigFuture (College Board), Cappex (81/100), CollegeSimply (58/100) |
Moz Domain Authority 92/100 vs category average 49 / leader 95 - 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 (72/100), Peterson's (85/100), Cappex (81/100), CollegeSimply (58/100).
Sources: Brand Analyzer scan
College Scorecard offers a free online comparison tool that provides data on college costs, graduation rates, and post-college earnings, allowing users to search and compare institutions and specific fields of study.
Sources: College Scorecard official site
College Scorecard is an online tool provided by the U.S. Department of Education that enables users to compare American colleges based on data such as cost, graduation rates, and post-college earnings.
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 is positioned as a trustworthy resource because it is an official tool of the U.S. Department of Education, offering government-verified data intended to provide an unbiased basis for comparing colleges, as opposed to commercially motivated ranking sites.
Sources: College Scorecard official site
College Scorecard collects and presents government-verified data on colleges, allowing users to search and compare institutions and specific fields of study side by side based on metrics like tuition costs, graduation rates, and earnings after graduation.
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 known for being an official U.S. Department of Education resource that provides free, unbiased, government-verified data for comparing colleges on cost, graduation outcomes, and post-graduation earnings.
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 used by prospective college students, their parents, and education advisors who are seeking data-driven insights to choose a college and field of study based on cost and outcome metrics.
Sources: College Scorecard official site
College Scorecard is used because it offers free, government-verified data that allows direct comparison of colleges and fields of study based on cost, graduation rates, and post-college earnings, helping students and families make informed decisions about higher education investments.
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.
Ranked closest to College Scorecard: Piano Trainer (70/100), Dscontrol (70/100), EdTech Magazine (70/100), EduCanada (70/100).
A step up - brands to learn from: ZenX Academy (71/100), YourDOST (71/100).
Category leader: Canva (97/100).
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