School, college and hospital data sources
Find original education and healthcare sources and the identifiers needed to compare institutions.
Find the producer identifier
Start with the exact institution name, branch and location, then confirm its original producer ID. Universities, individual schools, school districts and hospitals use different systems. An administrative headquarters is not necessarily the service location, and a campus address is not an attendance boundary.
Choose the institution and the right universe
Institution statistics require institution identifiers, reporting years and source-specific populations. A university’s students are not the residents of its county, and a hospital’s reported services are not a measure of every resident’s healthcare access.
Universities and fields of study
NCES IPEDS and College Scorecard are source candidates for enrollment, awards, published prices, completion and supported cohort outcomes. An IPEDS UnitID identifies a reporting institution. Program records also need a Classification of Instructional Programs version. Branches, mergers and parent institutions must be verified before records are joined.
A published tuition price differs from attendance cost and net price. Award counts may include several credentials for one person. Earnings refer to a defined cohort and measurement horizon; they are not the outcome of every graduate or a promise about future salary.
School districts and schools
The NCES Common Core of Data identifies public schools and districts. School-year labels, school status, district IDs and school IDs must be retained. Enrollment, attendance, teacher headcount and teacher FTE measure different things; a pupil-teacher ratio is not class size. Institution locations alone do not establish attendance boundaries or school assignment.
Healthcare facilities and agencies
CMS provider data and federal spending resources are further candidates. Provider registrations do not establish appointments, staffing capacity or patients treated. Hospital measures require their own periods, exclusions, denominators and adjustment methods. Agency awards and outlays answer different accounting questions.
Current coverage
No institution profiles or outcome figures have been integrated in this release. This page is source discovery, with concrete identifier and measurement guidance. The next step is to validate producer access, schemas, cohort definitions, rights and entity histories before publishing observations.