Data Sources & References
We synthesize data from multiple public sources to create comprehensive school profiles on college matriculation. Due to varying reporting standards across states and school types, our methodology adapts to the best available data for each region. Below is a summary of the primary and secondary sources used to calculate the Elite College Placement Index (ECPI) for each city.
Atlanta, GA
Public Schools
Data sources for district and charter schools.
Primary Sources
- Publicly available school profiles, Georgia Department of Education (GaDOE) Report Cards, and public data from the University System of Georgia (e.g., UGA, Georgia Tech).
Secondary Sources
- Third-party data aggregators for cross-referencing.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-published matriculation lists, school viewbooks, and annual reports.
Secondary Sources
- Third-party data aggregators and the National Center for Education Statistics (NCES).
Austin, TX
Public Schools
Data sources for district and charter schools.
Primary Sources
- Texas Education Agency (TEA) Academic Performance Reports, public data from the University of Texas and Texas A&M systems, and school-published profiles.
Secondary Sources
- Third-party data aggregators for cross-referencing out-of-state placements.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-published matriculation lists and profiles from their websites.
Secondary Sources
- Reports from accreditation bodies (e.g., NAIS) and third-party data aggregators.
Bay Area, CA
Public Schools
Data sources for district and charter schools.
Primary Sources
- University of California (UC) Information Center, California State University (CSU) Analytic Studies, California Department of Education DataQuest, and school-published profiles.
Secondary Sources
- Western Interstate Commission for Higher Education (WICHE) data and third-party aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-published matriculation lists and the UC Information Center for verified UC enrollment data.
Secondary Sources
- Third-party data aggregators and local news reports on college placements.
Boston, MA
Public Schools
Data sources for district and charter schools.
Primary Sources
- Publicly available school profiles & matriculation lists, and data from the Massachusetts Department of Elementary and Secondary Education (DESE).
Secondary Sources
- Third-party data aggregators and the "Post-Secondary Pathways" Research Report.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- Official school profiles, published multi-year matriculation lists, and school websites/publications.
Secondary Sources
- Third-party data aggregators for cross-referencing and modeling.
Charleston, SC
Public Schools
Data sources for district and charter schools.
Primary Sources
- South Carolina Department of Education (SCDE) Report Cards, public data from Clemson and UofSC, and school-published profiles.
Secondary Sources
- Third-party data aggregators for additional context.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-published matriculation lists, annual reports, and school viewbooks.
Secondary Sources
- Third-party data aggregators and data from the National Center for Education Statistics (NCES).
Chicago, IL
Public Schools
Data sources for district and charter schools.
Primary Sources
- Illinois State Board of Education (ISBE) Report Card, School & District Profiles, and the University of Chicago's To & Through Project.
Secondary Sources
- Third-party data aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- Official School Profiles & Matriculation Lists, School Websites, and Annual Reports.
Secondary Sources
- Third-party data aggregators.
Cincinnati, OH
Public Schools
Data sources for district and charter schools.
Primary Sources
- School Profiles & Matriculation Lists, Ohio Department of Education (ODE) Report Cards, and University System Data (OSU, UC).
Secondary Sources
- Third-party data aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-Published Matriculation Lists & Profiles, and Accreditation Body Reports.
Secondary Sources
- Third-party data aggregators and Publicly Available College Data.
Cleveland, OH
Public Schools
Data sources for district and charter schools.
Primary Sources
- School Profiles & Matriculation Lists, Ohio Department of Education (ODE) Report Cards, and University System Data (OSU, UC).
Secondary Sources
- Third-party data aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-Published Matriculation Lists & Profiles.
Secondary Sources
- Third-party data aggregators.
D.C. Metro Area
Public Schools
Data sources for district and charter schools.
Primary Sources
- District-Level Enrollment Rates (DC, MD, VA), College Acceptance Lists, and AP/IB/DE Program Information.
Secondary Sources
- Modeling based on district trends, program strength, and demographics.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- Official School Profiles, Matriculation Lists, and school websites/publications.
Secondary Sources
- Third-party data aggregators.
Dallas-Fort Worth, TX
Public Schools
Data sources for district and charter schools.
Primary Sources
- Texas Education Agency (TEA) Reports, public data from the University of Texas and Texas A&M systems, and school-published profiles.
Secondary Sources
- Third-party data aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-Published Matriculation Lists & Profiles, and public data from UT/A&M systems.
Secondary Sources
- Third-party data aggregators and local news reports.
Denver, CO
Public Schools
Data sources for district and charter schools.
Primary Sources
- Publicly available school profiles, Colorado Department of Education (CDE) Data Center, and University System Data (e.g., CU Boulder, Colorado School of Mines).
Secondary Sources
- Third-Party Data Aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-Published Matriculation Lists & Profiles, and Accreditation Body Reports (e.g., NAIS).
Secondary Sources
- Third-party data aggregators and Publicly Available College Data.
Detroit, MI
Public Schools
Data sources for district and charter schools.
Primary Sources
- Publicly available school profiles, Michigan Department of Education (MDE) Report Cards, and University System Data (e.g., University of Michigan, Michigan State).
Secondary Sources
- Third-Party Data Aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-Published Matriculation Lists & Profiles, and Accreditation Body Reports.
Secondary Sources
- Third-party data aggregators and Publicly Available College Data.
Hawaii
Public Schools
Data sources for district and charter schools.
Primary Sources
- Publicly available school profiles, Hawaii Department of Education (HIDOE) Data, and University of Hawaii System Data.
Secondary Sources
- Third-party data aggregators and Western Interstate Commission for Higher Education (WICHE) reports.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-Published Matriculation Lists & Profiles, and Accreditation Body Reports (e.g., HAIS, WASC).
Secondary Sources
- Third-party data aggregators and National Center for Education Statistics (NCES).
Houston, TX
Public Schools
Data sources for district and charter schools.
Primary Sources
- Publicly available school profiles, Texas Education Agency (TEA) Academic Performance Reports, and University of Texas and Texas A&M System Data.
Secondary Sources
- Third-Party Data Aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-Published Matriculation Lists & Profiles, and Accreditation Body Reports (e.g., ISAS).
Secondary Sources
- Third-party data aggregators and Publicly Available College Data.
Indianapolis, IN
Public Schools
Data sources for district and charter schools.
Primary Sources
- Publicly available school profiles, Indiana Department of Education (IDOE) Report Cards, and University System Data (e.g., Indiana University, Purdue University).
Secondary Sources
- Third-Party Data Aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-Published Matriculation Lists & Profiles, and Accreditation Body Reports.
Secondary Sources
- Third-party data aggregators and National Center for Education Statistics (NCES).
Kansas City, MO/KS
Public Schools
Data sources for district and charter schools.
Primary Sources
- Publicly available school profiles, state Department of Education (MO DESE & KSDE) Report Cards, and University System Data (e.g., University of Missouri, University of Kansas).
Secondary Sources
- Third-Party Data Aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-Published Matriculation Lists & Profiles, and Accreditation Body Reports.
Secondary Sources
- Third-party data aggregators and Publicly Available College Data.
Las Vegas, NV
Public Schools
Data sources for district and charter schools.
Primary Sources
- Publicly available school profiles, Nevada Department of Education Report Cards, and University System Data (e.g., UNLV, UNR).
Secondary Sources
- Third-Party Data Aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-Published Matriculation Lists & Profiles, and Accreditation Body Reports.
Secondary Sources
- Third-party data aggregators and Publicly Available College Data.
Los Angeles, CA
Public Schools
Data sources for district and charter schools.
Primary Sources
- University of California (UC) Information Center, California State University (CSU) Analytic Studies, California Department of Education DataQuest, and school-published profiles.
Secondary Sources
- Western Interstate Commission for Higher Education (WICHE) data and third-party aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-Published Matriculation Lists & Profiles, and Accreditation Body Reports (e.g., NAIS, WASC).
Secondary Sources
- Third-party data aggregators and Publicly Available College Data.
Miami, FL
Public Schools
Data sources for district and charter schools.
Primary Sources
- Publicly available school profiles, Florida Department of Education (FDOE) Report Cards, and University System Data (e.g., University of Florida, Florida State University).
Secondary Sources
- Third-Party Data Aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-Published Matriculation Lists & Profiles, and Accreditation Body Reports (e.g., FCIS).
Secondary Sources
- Third-party data aggregators and National Center for Education Statistics (NCES).
Milwaukee, WI
Public Schools
Data sources for district and charter schools.
Primary Sources
- Publicly available school profiles, Wisconsin Department of Public Instruction (DPI) Report Cards, and University of Wisconsin System Data.
Secondary Sources
- Third-Party Data Aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-Published Matriculation Lists & Profiles, and Accreditation Body Reports.
Secondary Sources
- Third-party data aggregators and Publicly Available College Data.
Nashville, TN
Public Schools
Data sources for district and charter schools.
Primary Sources
- Publicly available school profiles, Tennessee Department of Education (TDOE) Report Card data, and public data from the University of Tennessee and Vanderbilt University.
Secondary Sources
- Third-party data aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-published matriculation lists and school profiles.
Secondary Sources
- Third-party data aggregators and data from the National Center for Education Statistics (NCES).
New Orleans, LA
Public Schools
Data sources for district and charter schools.
Primary Sources
- Publicly available school profiles, Louisiana Department of Education (LDOE) data, and public data from the Louisiana State University (LSU) system.
Secondary Sources
- Third-party data aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-published matriculation lists, school viewbooks, and annual reports.
Secondary Sources
- Third-party data aggregators and the National Center for Education Statistics (NCES).
New York City, NY
Public Schools
Data sources for district and charter schools.
Primary Sources
- NYC Department of Education's School Quality Reports, NYSED school report cards, and data from the CUNY and SUNY systems.
Secondary Sources
- The Research Alliance for NYC Schools, and third-party data aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- Official school profiles and matriculation lists published by the schools themselves.
Secondary Sources
- Third-party data aggregators and local news reports.
Orlando, FL
Public Schools
Data sources for district and charter schools.
Primary Sources
- Publicly available school profiles, Florida Department of Education (FDOE) Report Cards, and University System Data (e.g., University of Florida, Florida State University).
Secondary Sources
- Third-Party Data Aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-Published Matriculation Lists & Profiles, and Accreditation Body Reports (e.g., FCIS).
Secondary Sources
- Third-party data aggregators and National Center for Education Statistics (NCES).
Philadelphia, PA
Public Schools
Data sources for district and charter schools.
Primary Sources
- Publicly available school profiles, Pennsylvania Department of Education (PDE) Future Ready PA Index, and data from the Pennsylvania State System of Higher Education (PASSHE).
Secondary Sources
- Third-Party Data Aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- Official School Profiles & Matriculation Lists from school websites.
Secondary Sources
- Third-party data aggregators and reports from local news organizations covering college placements.
Phoenix, AZ
Public Schools
Data sources for district and charter schools.
Primary Sources
- Arizona Department of Education (ADE) School Report Cards, public data from the university system (ASU, U of A), and school/district-published profiles.
Secondary Sources
- Third-party data aggregators for additional context.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-published matriculation lists and profiles, and reports from accreditation bodies like the National Association of Independent Schools (NAIS).
Secondary Sources
- Third-party data aggregators and publicly available college data.
Portland, OR
Public Schools
Data sources for district and charter schools.
Primary Sources
- Oregon Department of Education (ODE) At-A-Glance Profiles, public data from Oregon Public Universities (e.g., UO, OSU), and school/district profiles.
Secondary Sources
- Third-party data aggregators for modeling out-of-state placements.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-published matriculation lists and profiles, and reports from accreditation bodies like the Northwest Association of Independent Schools (NWAIS).
Secondary Sources
- Third-party data aggregators and National Center for Education Statistics (NCES) data.
San Antonio, TX
Public Schools
Data sources for district and charter schools.
Primary Sources
- Texas Education Agency (TEA) Academic Performance Reports, public data from the University of Texas and Texas A&M systems, and school-published profiles.
Secondary Sources
- Third-party data aggregators for cross-referencing out-of-state placements.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-published matriculation lists and profiles, and reports from accreditation bodies (e.g., TPSA, ISAS).
Secondary Sources
- Third-party data aggregators and local news reports.
San Diego, CA
Public Schools
Data sources for district and charter schools.
Primary Sources
- University of California (UC) Information Center, California State University (CSU) Analytic Studies, California Department of Education DataQuest, and school-published profiles.
Secondary Sources
- Western Interstate Commission for Higher Education (WICHE) data and third-party aggregators.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-published matriculation lists and profiles, and reports from accreditation bodies (e.g., NAIS, WASC).
Secondary Sources
- Third-party data aggregators and publicly available college data.
Seattle, WA
Public Schools
Data sources for district and charter schools.
Primary Sources
- Washington Office of Superintendent of Public Instruction (OSPI) Report Card, public data from state universities (e.g., UW, WSU), and school/district profiles.
Secondary Sources
- Third-party data aggregators for modeling out-of-state placements.
Private Schools
Data sources for independent and parochial schools.
Primary Sources
- School-published matriculation lists and profiles, and reports from accreditation bodies like the Northwest Association of Independent Schools (NWAIS).
Secondary Sources
- Third-party data aggregators and National Center for Education Statistics (NCES) data.
General Disclaimer
All data presented on this website use modeling making statistical assumptions to represent and analyze data from the real world, reflecting the 2020-2026 period. The matriculation numbers, percentages, and top destinations are synthesized estimates designed to reflect most likely outcomes based on verified school demographic profile and available data. They are not official counts from the schools themselves unless otherwise noted. Families should always consult a school's official profile and speak with school counselors for the most accurate and up-to-date information.