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Angrist, Joshua – National Bureau of Economic Research, 2022
The view that empirical strategies in economics should be transparent and credible now goes almost without saying. The local average treatment effects (LATE) framework for causal inference helped make this so. The LATE theorem tells us for whom particular instrumental variables (IV) and regression discontinuity estimates are valid. This lecture…
Descriptors: Economics, Statistical Analysis, Causal Models, Regression (Statistics)
Bozick, Robert; Alexander, Karl; Entwisle, Doris; Dauber, Susan; Kerr, Kerri – Social Forces, 2010
This study revisits the Wisconsin model of status attainment from a life course developmental perspective. Fixed-effects regression analyses lend strong support to the Wisconsin framework's core proposition that academic performance and significant others' influence shape educational expectations. However, investigating the process of expectation…
Descriptors: Academic Aspiration, Causal Models, Educational Attainment, Disadvantaged
Shin, Jung-cheol; Milton, Sande – Review of Higher Education, 2006
This study examined the effects of tuition on enrollment in public colleges and universities. The causal model included competitors' tuition, the wage premium for possessing a college degree, financial aid, and unemployment rate as additional independent variables. The data included institution- and state-level data information over five academic…
Descriptors: Public Colleges, Enrollment, Tuition, Causal Models
Hom, Willard – 2000
Community colleges must often analyze and report rates for outcomes, such as transfer to four-year colleges. A single, summary rate may be an invalid measure of its achievement in the transfer goal if the summary rate ignores the real difference in enrollment composition at different institutions. California's community colleges embody a very…
Descriptors: Age, Causal Models, College Outcomes Assessment, Community Colleges
Studying the Determinants of Student Stopout: Identifying "True" from Spurious Time-Varying Effects.
DesJardins, Stephen L.; And Others – 1994
Rather than studying the structural paths through which variables affect student persistence in education, this paper offers a reduced form model that focuses on precollege, demographic, and certain current achievement and financial aid variables. This approach does not specify structural paths, but it does have the advantage of requiring only…
Descriptors: Academic Persistence, Causal Models, College Students, Dropouts