NotesFAQContact Us
Collection
Advanced
Search Tips
Showing all 2 results Save | Export
Estimating Heterogeneous Treatment Effects within Latent Class Multilevel Models: A Bayesian Approach
Peer reviewed Peer reviewed
Direct linkDirect link
Lyu, Weicong; Kim, Jee-Seon; Suk, Youmi – Journal of Educational and Behavioral Statistics, 2023
This article presents a latent class model for multilevel data to identify latent subgroups and estimate heterogeneous treatment effects. Unlike sequential approaches that partition data first and then estimate average treatment effects (ATEs) within classes, we employ a Bayesian procedure to jointly estimate mixing probability, selection, and…
Descriptors: Hierarchical Linear Modeling, Bayesian Statistics, Causal Models, Statistical Inference
Measuring Student Ability, Classifying Schools, and Detecting Item Bias at School Level, Based on Student-Level Dichotomous Items
Peer reviewed Peer reviewed
Direct linkDirect link
Bennink, Margot; Croon, Marcel A.; Keuning, Jos; Vermunt, Jeroen K. – Journal of Educational and Behavioral Statistics, 2014
In educational measurement, responses of students on items are used not only to measure the ability of students, but also to evaluate and compare the performance of schools. Analysis should ideally account for the multilevel structure of the data, and school-level processes not related to ability, such as working climate and administration…
Descriptors: Academic Ability, Educational Assessment, Educational Testing, Test Bias