College Scorecard

College Scorecard
Name	College Scorecard
Established	2015
Publisher	United States Department of Education
Country	United States
Type	Federal dataset
Access	Public

College Scorecard

The College Scorecard is a federal dataset and online tool created to present standardized information about postsecondary institutions in the United States. It aggregates institutional profiles including costs, graduation rates, and post-enrollment outcomes to inform consumers, policymakers, and researchers from contexts such as Congress of the United States, U.S. Department of the Treasury, White House, Office of Management and Budget, and agencies like the National Center for Education Statistics. The dataset intersects with policy debates involving statutes such as the Higher Education Act of 1965 and initiatives by officials including Arne Duncan, John King Jr., Betsy DeVos, and Miguel Cardona.

Overview

The dataset provides campus-level and program-level indicators for public and private institutions including State University of New York, University of California, Ivy League, Massachusetts Institute of Technology, Harvard University, Stanford University, Yale University, Princeton University, Columbia University, University of Michigan, University of Texas at Austin, Ohio State University, University of Florida, University of Wisconsin–Madison, University of Washington, and community colleges such as Miami Dade College and Lone Star College System. It offers comparative tables useful to stakeholders from National Association of Independent Colleges and Universities, American Council on Education, Association of Public and Land-grant Universities, Institute of Education Sciences, Brookings Institution, Urban Institute, Pew Research Center, and universities engaged in institutional research like Indiana University Bloomington and Penn State University. The Scorecard complements datasets from Integrated Postsecondary Education Data System and research outputs by scholars associated with Harvard Kennedy School, Princeton University, Yale Law School, Columbia Business School, and think tanks such as the RAND Corporation.

Data and Metrics

Key metrics include average net price, median earnings, graduation rates, student loan default rates, and enrollment counts, drawn from administrative records aligned with identifiers like the Office of Postsecondary Education's unit ID and data standards used by IPEDS. Earnings metrics reference earnings data from sources such as the Social Security Administration, longitudinal wage records used in analyses by Brookings Institution researchers, and tax data linked similarly to efforts by the Census Bureau and researchers at University of Michigan. Cost metrics draw on institutional reporting practices common to Columbia University Teachers College studies and analyses by New America and The Hamilton Project. Student outcomes are frequently compared to findings from scholars at Stanford University and University of Chicago economic departments. Metrics are presented alongside institutional characteristics like sector (public, private non-profit, private for-profit) and program mix referenced in publications by the Carnegie Classification of Institutions of Higher Education.

History and Development

The initiative originated from policy priorities articulated during the Administration of Barack Obama with implementation led by the U.S. Department of Education under secretaries such as Arne Duncan and John King Jr.. The Scorecard replaced earlier consumer tools and merged elements from legacy systems maintained by the National Center for Education Statistics and reporters to IPEDS. Subsequent administrations, including those led by officials like Betsy DeVos, modified release schedules and data elements, provoking responses from advocacy groups such as National College Access Network, Education Trust, and legal analyses from organizations like the American Civil Liberties Union. Academic partnerships and technical contributions came from researchers at Harvard University, MIT, Cornell University, University of California, Berkeley, and Columbia University.

Impact and Reception

The dataset influenced reporting by media outlets such as The New York Times, The Washington Post, Wall Street Journal, ProPublica, and NPR, and informed investigations by researchers at Brookings Institution, Urban Institute, and faculty at Harvard Business School and Columbia Law School. Policymakers in bodies including the United States Congress and state legislatures referenced the Scorecard in debates over accountability, gainful employment rules, and institutional eligibility for federal programs linked to the Higher Education Act of 1965. Advocacy organizations such as Young Invincibles, Students for Fair Admissions, and American Federation of Teachers used Scorecard outputs in campaigns. Reception has ranged from praise for transparency by groups like Common Cause to criticism by institutional associations including the American Council on Education.

Methodology and Limitations

Methodological design integrates administrative reporting practices used by IPEDS, tax-based earnings linkage similar to analyses by the Census Bureau and Social Security Administration, and cohort definitions comparable to research at University of California, Los Angeles and University of Pennsylvania. Limitations cited by scholars at Georgetown University and Indiana University include lag in earnings data, exclusion of non-taxable benefits tracked in studies by RAND Corporation, challenges in attributing outcomes to institutional effects as debated in publications from Harvard Graduate School of Education, and concerns about misinterpretation highlighted by American Enterprise Institute and Brookings Institution commentaries. Legal and privacy constraints involving statutes such as the Privacy Act of 1974 shaped allowable linkages and aggregation levels.

Usage and Accessibility

Users range from prospective students and families consulting materials produced by College Board and Common Application counselors, to researchers at National Bureau of Economic Research, journalists at Reuters, Associated Press, and data journalists trained at Knight Foundation. Accessibility features align with federal standards influenced by the Architectural and Transportation Barriers Compliance Board and guidelines used by digital accessibility units at University of Illinois Urbana–Champaign and University of Washington Information School. Data exports and API access support secondary analyses by organizations like Data.gov partners, academic labs at MIT Media Lab, Harvard Data Science Initiative, and community groups supported by Local Initiatives Support Corporation. The dataset continues to be a focal point in policy debates over accountability, consumer information, and institutional reporting requirements involving stakeholders such as State Higher Education Executive Officers Association and accrediting bodies like the Council for Higher Education Accreditation.

Category:United States higher education datasets