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Luke Keele
Common support violations in clustered observational studies of educational interventions
Topics: MethodsTags:In education settings, treatments are often non-randomly assigned to clusters, such as schools or classrooms, while outcomes are measured for students. This research design is called the clustered observational study (COS). We examine the consequences of common support violations in the COS… more →
The Design of Clustered Observational Studies in Education
Topics: MethodsTags: Assessment, EfficacyClustered observational studies (COSs) are a critical analytic tool for educational effectiveness research. We present a design framework for the development and critique of COSs. The framework is built on the counterfactual model for causal inference and promotes the concept of… more →
Matching Methods for Clustered Observational Studies in Education
Topics: MethodsTags:Many interventions in education occur in settings where treatments are applied to groups. For example, a reading intervention may be implemented for all students in some schools and withheld from students in other schools. When such treatments are non-randomly allocated, outcomes across the… more →