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Propensity Score Analysis And Machine Learning: A Comparison And Application To Post-Secondary Education Data, Khudodod Khudododov

Dissertations, Theses, and Capstone Projects

Estimation methods to identify the causal relationships between dependent and independent variables are fundamental to social science research. For social workers, these methods provide crucial knowledge about different factors' complex relationships with a particular issue. Such knowledge helps social workers be better micro, mezzo, and macro change agents.

Different causal estimation methods exist, from randomized controlled studies to methods involving observational studies. In observational studies, which is the focus of this dissertation, participants self-select into intervention. This behavior makes causal estimation more challenging. Since participants self-select into intervention or treatment, there are observed and unobserved differences between participants in the …