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End Notes.
[1] FPI analysis of U.S. Census Bureau, Quarterly Workforce Indicators (QWI), 2022 data. Because QWI data
does not differentiate among public higher education institutions, this analysis excludes New York City
from all estimates. While New York City does host SUNY institutions, these institutions’ local footprints are
far smaller than the City University of New York (CUNY) system.
Similarly, QWI data does not differentiate between public community colleges and four-year colleges and
universities. Employment data for community colleges may be affected by an undercounting of adjunct
professors. Adjunct professors are generally entitled to unemployment insurance (UI), and should
therefore be included in QWI data, which records the number of employees covered by UI at the
beginning of each quarter. Because adjunct employment is often intermittent, it may be undercounted.
This would especially affect community colleges, which rely more heavily on adjunct instructors.
Potential employment undercounts for community colleges are especially relevant to the four counties in
this dataset with only community colleges, and no four-year colleges or universities: Orange County
(Orange County Community College); Wayne County (which is home to a satellite campus of Finger Lakes
Community College); Tompkins County (Tompkins Cortland Community College; Cornell University’s
statutory colleges are not recorded as public employment in this data); and Jefferson County (Jefferson
Community College).
Further, it is worth noting that QWI data records workers by place of work, not place of residence.
[2] FPI analysis of QWI data. FPI uses employment multipliers published by the Economic Policy Institute
(EPI). Employment multipliers estimate the number of jobs created by the addition of jobs in a given
industry. Multipliers estimate “supplier jobs,” which are created as a result of industry linkages (e.g., a new
teaching job would create new demand in related sectors, such as academic publishing and facilities
management), and “induced jobs,” which are created as a result of greater economic demand (that is,
higher consumer spending associated with added jobs).
This analysis uses both supplier and induced jobs multipliers for the educational services industry.
For more on EPI’s multipliers, see: Josh Bivens, “Updated employment multipliers for the U.S. economy”
Economic Policy Institute (January 2019), https://www.epi.org/publication/updated-employment-
multipliers-for-the-u-s-economy/.
[3] Opportunity Insights, “Preferred Estimates of Access and Mobility Rates by College” (accessed March
2023), https://opportunityinsights.org/data/?topic=0&paper_id=536.
[4] David Autor, “Work of the Past, Work of the Futute” AEA Papers and Proceedings Vol. 109 (May 2019),
https://www.aeaweb.org/articles?id=10.1257/pandp.20191110.
[5] Laura Schultz, “The Economic Impact of the State University of New York” Rockefeller Institute of
Government (November 2018), https://rockinst.org/issue-area/the-economic-impact-of-the-state-
university-of-new-york/.