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Hershbein, Brad J.; Kearney, Melissa S.; Pardue, Luke W. – W. E. Upjohn Institute for Employment Research, 2020
We conduct an empirical simulation exercise that gauges the plausible impact of increased rates of college attainment on a variety of measures of income inequality and economic insecurity. Using two different methodological approaches--a distributional approach and a causal parameter approach--we find that increased rates of bachelor's and…
Descriptors: Simulation, Income, Economic Status, Educational Attainment
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Hutt, Stephen; Gardner, Margo; Duckworth, Angela L.; D'Mello, Sidney K. – International Educational Data Mining Society, 2019
We explore generalizability and fairness across sociodemographic groups for predicting on-time college graduation using a national dataset of 41,359 college applications. Our features include sociodemographics, institutional graduation rates, academic achievement, standardized test scores, engagement in extracurricular activities, and work…
Descriptors: Generalization, Predictive Measurement, College Applicants, Time to Degree
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Reynolds, John R.; Johnson, Monica Kirkpatrick – Social Forces, 2011
What do recent trends toward increasingly ambitious educational expectations and rising college completion rates mean for the stratification of higher education? This article shows that the odds of achieving expectations for a bachelor's degree increased across 15 cohorts of young adults, and to a lesser extent, for expectations to attend…
Descriptors: Dropouts, Educational Attainment, Young Adults, Academic Aspiration