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    Chapter and Conference Paper

    Assessing Cross-Level Interactions in Clustered Data Using CATE Estimation Methods

    Treatment effect heterogeneity is a critical issue in causal inference, as a one-size-fits-all approach is not sufficient and can even be detrimental for many treatments and interventions. In environments wher...

    Jee-Seon Kim, **angyi Liao, Wen Wei Loh in Quantitative Psychology (2024)

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    Chapter and Conference Paper

    Assessing the Effects of a Yearly Renewable Education Program Through Causal Mediation Analysis

    When education programs are renewed yearly, participation in such programs can vary over time, resulting in multiple patterns of participation. One such example is the national Head Start program administered ...

    Hanna Kim, Jee-Seon Kim in Quantitative Psychology (2024)

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    Chapter and Conference Paper

    Exploring Conceptual Differences Among Nonparametric Estimators of Treatment Heterogeneity in the Context of Clustered Data

    One aim of educational research is to evaluate interventions developed to improve student learning and behavioral outcomes. Estimating an intervention’s treatment effect is one way to evaluate its efficacy. Th...

    Graham Buhrman, **angyi Liao, Jee-Seon Kim in Quantitative Psychology (2024)

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    Book and Conference Proceedings

    Quantitative Psychology

    The 88th Annual Meeting of the Psychometric Society, Maryland, USA, 2023

    Heungsun Hwang, Hao Wu, Tracy Sweet in Springer Proceedings in Mathematics & Statistics (2024)

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    Chapter and Conference Paper

    Comparing Parametric and Nonparametric Methods for Heterogeneous Treatment Effects

    Efforts to estimate treatment effects and draw causal inferences based on observational data are increasingly relevant with the abundance of such data in the social and behavioral sciences. Although the averag...

    Jee-Seon Kim, **angyi Liao, Wen Wei Loh in Quantitative Psychology (2023)

  6. No Access

    Book and Conference Proceedings

    Quantitative Psychology

    The 87th Annual Meeting of the Psychometric Society, Bologna, Italy, 2022

    Marie Wiberg, Dylan Molenaar, Jorge González in Springer Proceedings in Mathematics & Statistics (2023)