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Title: Attendance, Completion, and Heterogeneous Returns to College: A Causal Mediation Approach
Resulting in 1 citation.
1. Zhou, Xiang
Attendance, Completion, and Heterogeneous Returns to College: A Causal Mediation Approach
Sociological Methods and Research published online (1 August 2022): DOI: 10.1177/00491241221113876.
Also: https://journals.sagepub.com/doi/full/10.1177/00491241221113876
Cohort(s): NLSY97
Publisher: Sage Publications
Keyword(s): College Education; Disadvantaged, Economically; Earnings; Educational Returns; Heterogeneity

Permission to reprint the abstract has not been received from the publisher.

A growing body of social science research investigates whether the economic payoff to a college education is heterogeneous -- in particular, whether disadvantaged youth can benefit more from attending and completing college relative to their more advantaged peers. Scholars, however, have employed different analytical strategies and reported mixed findings. To shed light on this literature, I propose a causal mediation approach to conceptualizing, evaluating, and unpacking the causal effects of college on earnings. By decomposing the total effect of attending a four-year college into several direct and indirect components, this approach not only clarifies the mechanisms through which college attendance boosts earnings, but illuminates the ways in which the postsecondary system may be both an equalizer and a stratifier. The total effect of college attendance, its direct and indirect components, and their heterogeneity across different subpopulations are all identified under the assumption of sequential ignorability. I introduce a debiased machine learning (DML) method for estimating all quantities of interest, along with a set of bias formulas for sensitivity analysis. I illustrate the proposed framework and methodology using data from the National Longitudinal Survey of Youth, 1997 cohort.
Bibliography Citation
Zhou, Xiang. "Attendance, Completion, and Heterogeneous Returns to College: A Causal Mediation Approach." Sociological Methods and Research published online (1 August 2022): DOI: 10.1177/00491241221113876.