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Working Paper
Predicting College Closures and Financial Distress
In this paper, we assemble the most comprehensive dataset to date on the characteristics of colleges and universities, including dates of operation, institutional setting, student body, staff, and finance data from 2002 to 2023. We provide an extensive description of what is known and unknown about closed colleges compared with institutions that did not close. Using this data, we first develop a series of predictive models of financial distress, utilizing factors like operational revenue/expense patterns, sources of revenue, metrics of liquidity and leverage, enrollment/staff patterns, and ...
Working Paper
Who Values Access to College?
A first glance at US data suggests that college -- given its mean returns and sharply subsidized cost for all enrollees -- could be of great value to most. Using an empirically-disciplined human capital model that allows for variation in college readiness, we show otherwise. While the top decile of valuations is indeed large (40 percent of consumption), nearly half of high school completers place zero value on access to college. Subsidies to college currently flow to those already best positioned to succeed and least sensitive to them. Even modestly targeted alternatives may therefore improve ...
Working Paper
Institution, Major, and Firm-Specific Premia: Evidence from Administrative Data
We examine how a student's field of degree and institution attended contribute to the labor market outcomes of young graduates. Administrative panel data that combines student transcripts with matched employer-employee records allow us to provide the first decomposition of premia into individual and firm-specific components. We find that both major and institutional premia are more strongly related to the firm-specific component of wages than the individual-specific component of wages. On average, a student's major is a more important predictor of future wages than the selectivity of the ...