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Longitudinal Employer-Household Dynamics

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Post-Secondary Employment Outcomes (PSEO)

Post-Secondary Employment Outcomes (PSEO) are experimental tabulations developed by researchers at the U.S. Census Bureau. PSEO data provide earnings and employment outcomes for college and university graduates by degree level, degree major, and post-secondary institution. These statistics are generated by matching university transcript data with a national database of jobs, using state-of-the-art confidentiality protection mechanisms to protect the underlying data.

The PSEO are made possible through data sharing partnerships between universities, university systems, State Departments of Education, State Labor Market Information offices, and the U.S. Census Bureau. PSEO data are available for post-secondary institutions whose transcript data have been made available to the Census Bureau through a data-sharing agreement.

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Download Public-Use Data

We release two classes of files for each of the tabulations, Graduate Earnings and Employment Flows:

  • Comprehensive dataset, which includes all institutions and crossings
  • State datasets, which include all institutions in a state and are a subset of the above release

Data files are provided in zipped CSV and XLS formats and can be downloaded below. The XLS files have variable labels attached, but do not include all the possible rows from Employment Flows, due to size constraints.

PSEO data can also be accessed via the PSEO Explorer visualization tool. This interactive tool allows for comparisons of employment outcomes through dynamic grouped bar charts and employment flows through Sankey diagrams. To browse the PSEO data files in their directory structure or to access them with a FTP program (must be able to access HTTP), go to: lehd.ces.census.gov/data/pseo/. Column definitions and other important information can be found in the schema files located in: lehd.ces.census.gov/data/schema/latest/lehd_public_use_schema.html.

PSEO Coverage Map

Start PSEO  Explorer

State Data Partners Share of State Graduates
Alabama University of Alabama System 21%
Arizona Arizona Board of Regents 25%
Colorado Colorado Department of Higher Education 72%
Connecticut Connecticut Consortium of Independent Colleges
Connecticut State Colleges and Universities
University of Connecticut
Georgia University System of Georgia 40%
Hawaii University of Hawaii System 72%
Indiana Indiana Commission for Higher Education 77%
Iowa Iowa Board of Regents
Iowa Department of Education
Louisiana Louisiana Board of Regents 74%
Maine Maine Community College System
University of Maine System
Massachusetts Massachusetts Department of Higher Education 32%
Michigan Institute for Research on Innovation and Science (University of Michigan - Ann Arbor) 10%
Missouri Missouri Department of Higher Education and Workforce Development 50%
Montana Montana University System 83%
New York The State University of New York
The City University of New York
Ohio Ohio Department of Higher Education 61%
Oregon Oregon Higher Education Coordinating Commission 70%
Pennsylvania The Pennsylvania State University 11%
South Dakota South Dakota Board of Technical Education 22%
Texas Texas Higher Education Coordinating Board
University of Texas System
Utah Utah System of Higher Education 59%
Virginia State Council of Higher Education for Virginia 87%
Wisconsin Institute for Research on Innovation and Science (University of Wisconsin - Madison) 14%

* Note: Coverage based on the share of public and private graduates sourced from 2015 Completions Data from IPEDS. University of Phoenix is omitted from the graduate count for Arizona because most graduates are engaged in distance learning.

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