Student Hub exists because access to the things that open doors — counselors, advanced courses, opportunities — is not distributed evenly. Here's the data behind why we built it.
Every number below comes from the U.S. Department of Education's own school-level data — the 2021–22 Civil Rights Data Collection (CRDC) and Common Core of Data (CCD), covering nearly all 99,000 public schools in the country. Nothing here is estimated or modeled — it's what schools reported to the federal government.
Source: NCES Civil Rights Data Collection & Common Core of Data, 2021–22 school year. Full methodology in our public data warehouse.
The same data, laid out for comparison. Every chart below is generated directly from the federal dataset — no illustration, no rounding for effect.
% of schools offering the course, by school poverty quartile (free/reduced-price lunch rate)
% of schools offering the course, by locale — city, suburb, town, or rural
Median students per school counselor, vs. the ASCA-recommended maximum
It's rarely one dramatic decision — it's dozens of small, structural ones. A school with one counselor for 400+ students can't offer the same one-on-one college and career guidance as a school with one for every 200. A district that can't recruit a Computer Science teacher can't offer the class, no matter how many students would take it. And advanced coursework — Calculus, AP, gifted programs — often depends on a track record of enrollment that under-resourced schools never get the chance to build. None of this is about how capable students are. It's about what's in front of them.
Student Hub can't hire more school counselors or fund another AP section. What it can do is put the tools a well-resourced school counselor would normally hand a student — a way to track your own progress, discover opportunities beyond what your school posts on a bulletin board, get feedback on a college essay at 11pm, build a real record of what you've done — into the hands of every student who has a phone, regardless of their school's counselor ratio or course catalog. We built the Journey Planner, Opportunity Hub, AI Coach, and Essay Studio because the students who need that kind of support most are statistically the least likely to have easy access to it at school.
We're building this the way we'd want a school district to build it: numbers first, sourced from the same federal datasets researchers and policymakers use, with the methodology open rather than a single dramatic statistic pulled out of context. As we grow, every claim we make about opportunity gaps will trace back to a real, citable dataset — not an anecdote.
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