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Li, Wei; Konstantopoulos, Spyros – Educational and Psychological Measurement, 2023
Cluster randomized control trials often incorporate a longitudinal component where, for example, students are followed over time and student outcomes are measured repeatedly. Besides examining how intervention effects induce changes in outcomes, researchers are sometimes also interested in exploring whether intervention effects on outcomes are…
Descriptors: Statistical Analysis, Randomized Controlled Trials, Longitudinal Studies, Hierarchical Linear Modeling
Konstantopoulos, Spyros – Journal of Experimental Education, 2010
Previous work on statistical power has discussed mainly single-level designs or 2-level balanced designs with random effects. Although balanced experiments are common, in practice balance cannot always be achieved. Work on class size is one example of unbalanced designs. This study provides methods for power analysis in 2-level unbalanced designs…
Descriptors: Class Size, Computers, Statistical Analysis, Experiments
Konstantopoulos, Spyros; Hedges, Larry V. – Teachers College Record, 2008
Background/Context: Determining the effectiveness of reform strategies is a major part of the current and future educational research agenda. Effects of education reforms will be evaluated largely quantitatively, and an important aspect of this work will be judging how well reform strategies work. The rhetoric of contemporary school reform…
Descriptors: Research Design, Policy Formation, Intervention, Educational Research