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Servet Demir; Muhammet Usak – SAGE Open, 2025
This systematic review examines the application of Partial Least Squares Structural Equation Modeling (PLS-SEM) in educational technology research from 2013 to 2023. Following PRISMA guidelines, 57 studies were selected from Scopus and Web of Science databases. The review process involved rigorous screening, data extraction, and analysis using…
Descriptors: Educational Technology, Educational Research, Structural Equation Models, Least Squares Statistics
Kaili Fang; Mohammad Noman – Asia-Pacific Education Researcher, 2025
The purpose of this review is to present what we know about paternalistic leadership (PL) in education. Systematic content analysis was adopted to identify the manifest and latent information across 29 identified empirical studies obtained through the core educational leadership and management journals and the two databases, Education Resources…
Descriptors: Leadership Styles, Instructional Leadership, Educational Research, Content Analysis
Ünal, Zehra E.; Greene, Nathaniel R.; Lin, Xin; Geary, David C. – Educational Psychology Review, 2023
Two meta-analyses assessed whether the relations between reading and mathematics outcomes could be explained through overlapping skills (e.g., systems for word and fact retrieval) or domain-general influences (e.g., top-down attentional control). The first (378 studies, 1,282,796 participants) included weighted random-effects meta-regression…
Descriptors: Correlation, Reading Achievement, Mathematics Achievement, Meta Analysis
Lin, Hung-Ming; Lee, Min-Hsien; Liang, Jyh-Chong; Chang, Hsin-Yi; Huang, Pinchi; Tsai, Chin-Chung – British Journal of Educational Technology, 2020
Partial least squares structural equation modeling (PLS-SEM) has become a key multivariate statistical modeling technique that educational researchers frequently use. This paper reviews the uses of PLS-SEM in 16 major e-learning journals, and provides guidelines for improving the use of PLS-SEM as well as recommendations for future applications in…
Descriptors: Least Squares Statistics, Structural Equation Models, Electronic Learning, Educational Research
Fauzi, Muhammad Ashraf – Knowledge Management & E-Learning, 2022
Partial least square structural equation modelling (PLS-SEM) has been used as a popular research method in various disciplines, including knowledge management (KM). This paper reviews how PLS-SEM has been used in KM studies, which focus on knowledge sharing in the context of virtual community (VC). The review includes 30 articles published from…
Descriptors: Least Squares Statistics, Structural Equation Models, Research Methodology, Knowledge Management
Karakaya-Ozyer, Kubra; Aksu-Dunya, Beyza – International Journal of Research in Education and Science, 2018
Structural equation modeling (SEM) is one of the most popular multivariate statistical techniques in Turkish educational research. This study elaborates the SEM procedures employed by 75 educational research articles which were published from 2010 to 2015 in Turkey. After documenting and coding 75 academic papers, categorical frequencies and…
Descriptors: Literature Reviews, Structural Equation Models, Educational Technology, Multivariate Analysis
Schochet, Peter Z.; Puma, Mike; Deke, John – National Center for Education Evaluation and Regional Assistance, 2014
This report summarizes the complex research literature on quantitative methods for assessing how impacts of educational interventions on instructional practices and student learning differ across students, educators, and schools. It also provides technical guidance about the use and interpretation of these methods. The research topics addressed…
Descriptors: Statistical Analysis, Evaluation Methods, Educational Research, Intervention

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