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Man, Kaiwen; Schumacker, Randall; Morell, Monica; Wang, Yurou – Educational and Psychological Measurement, 2022
While hierarchical linear modeling is often used in social science research, the assumption of normally distributed residuals at the individual and cluster levels can be violated in empirical data. Previous studies have focused on the effects of nonnormality at either lower or higher level(s) separately. However, the violation of the normality…
Descriptors: Hierarchical Linear Modeling, Statistical Distributions, Statistical Bias, Computation
Mashwani, Hazrat Usman – Online Submission, 2022
This work, "Glossary of Frequently Used Terms in Educational Research" presents definitions and short explanations of around seven hundred frequently used terms in educational research. The terms included here are mainly the terms that are frequently used in research methodology, statistical measurements, statistical procedures and terms…
Descriptors: Glossaries, Definitions, Educational Research, Research Methodology
Liyang Sun; Jesse M. Shapiro – Grantee Submission, 2022
Linear panel models featuring unit and time fixed effects appear in many areas of empirical economics. An active literature studies the interpretation of the ordinary least squares estimator of the model, commonly called the two-way fixed effects (TWFE) estimator, in the presence of unmodeled coefficient heterogeneity. We illustrate some…
Descriptors: Statistical Analysis, Computation, Research Design, Economics
Peter M. Steiner; Patrick Sheehan; Vivian C. Wong – Annenberg Institute for School Reform at Brown University, 2022
Given recent evidence challenging the replicability of results in the social and behavioral sciences, critical questions have been raised about appropriate measures for determining replication success in comparing effect estimates across studies. At issue is the fact that conclusions about replication success often depend on the measure used for…
Descriptors: Replication (Evaluation), Measurement Techniques, Statistical Analysis, Effect Size
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Kaycee L. Bills; Bradley Mills – Journal of Research Initiatives, 2022
Research of issues related to disability is consistently evolving in several social science related fields such as social work, psychology, sociology, and education. Disability research often employs large public datasets for researchers to conduct secondary analysis. However, these datasets come with many limitations that can impact the overall…
Descriptors: Statistical Analysis, Research Problems, Disabilities, Research
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Jule Scheper; Robin Leuppert; Daniel Possler; Anna Freytag; Sophie Bruns; Julia Niemann-Lenz – Journalism and Mass Communication Educator, 2025
Despite the increasing use of the statistical programming language R in statistics and data analysis (SDA), its implementation in communication science education is limited. Experiences, recommendations, and a critical exchange are therefore scarce. The following contribution addresses this very gap. At the Department of Journalism and…
Descriptors: Journalism Education, Programming Languages, Statistical Analysis, Data Analysis
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Huiming Ding; Matt Homer – Advances in Health Sciences Education, 2025
Summative assessments are often underused for feedback, despite them being rich with data of students' applied knowledge and clinical and professional skills. To better inform teaching and student support, this study aims to gain insights from summative assessments through profiling students' performance patterns and identify those students…
Descriptors: Summative Evaluation, Profiles, Statistical Analysis, Outcomes of Education
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Mahadi Hasan Miraz; Sanmugam Annamalah; Rohana Sham – Educational Process: International Journal, 2025
Background/purpose: It revisits Partial Least Squares Structural Equation Modeling (PLS-SEM) as a robust tool for analyzing non-normal data and small samples, offering predictive modeling advantages. This study also compares the merits, practical applications, and added value of both tools in tackling complicated research issues, notably in…
Descriptors: Evaluation Methods, Educational Research, Structural Equation Models, Data Analysis
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Beauducel, André; Hilger, Norbert – Educational and Psychological Measurement, 2021
Methods for optimal factor rotation of two-facet loading matrices have recently been proposed. However, the problem of the correct number of factors to retain for rotation of two-facet loading matrices has rarely been addressed in the context of exploratory factor analysis. Most previous studies were based on the observation that two-facet loading…
Descriptors: Factor Analysis, Statistical Analysis, Correlation, Models
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Yi, Zhihui; Schreiber, James B.; Paliliunas, Dana; Barron, Becky F.; Dixon, Mark R. – Journal of Behavioral Education, 2021
The recent commentary by Beaujean and Farmer (2020) on the original paper by Dixon et al. (2019) serves a cautionary tale of selective p-values, the law of small N sizes, and the type-II error. We believe these authors have crafted a somewhat questionable argument in which only 57% of the original Dixon et al. data were re-analyzed, based on a…
Descriptors: Research Problems, Data Analysis, Statistical Analysis, Probability
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McCoach, D. Betsy; Perez, Joselyn; Reyna, Kirsten – Research in the Schools, 2021
Methodologists serve a critical role in the research enterprise. It is our contention that there is an imbalance between the need for methodologists and the needs of methodologists. Providing methodological support to substantive research and methodological reviews are critical service areas that strengthen the entire research enterprise.…
Descriptors: Research Methodology, Educational Research, Researchers, Statistical Analysis
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Fonseca, Ana R.; Abril-de-Abreu, Rodrigo; Fernandes, Carla – Journal of Creative Behavior, 2021
Human creativity finds in artistic practices one of its most admirable forms. Most of the studies about artistic practices have used qualitative approaches, focusing on the conceptual structures conveyed by the artwork. Few studies have used quantitative approaches with the potential to be generalized. This study has focused on developing a…
Descriptors: Decision Making, Dance, Creativity, Motion
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Andersson, Gustaf; Yang-Wallentin, Fan – Educational and Psychological Measurement, 2021
Factor score regression has recently received growing interest as an alternative for structural equation modeling. However, many applications are left without guidance because of the focus on normally distributed outcomes in the literature. We perform a simulation study to examine how a selection of factor scoring methods compare when estimating…
Descriptors: Regression (Statistics), Statistical Analysis, Computation, Scoring
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Levin, Joel R.; Ferron, John M.; Gafurov, Boris S. – Educational Psychology Review, 2021
Previous simulation studies of randomization tests applied in single-case educational intervention research contexts have typically focused on A-to-B phase changes in means/levels. In the present simulation study, we report the results of two multiple-baseline investigations, one targeting between-phase changes in slopes/trends and the other…
Descriptors: Educational Research, Statistical Analysis, Hypothesis Testing, Intervention
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Deribo, Tobias; Kroehne, Ulf; Goldhammer, Frank – Journal of Educational Measurement, 2021
The increased availability of time-related information as a result of computer-based assessment has enabled new ways to measure test-taking engagement. One of these ways is to distinguish between solution and rapid guessing behavior. Prior research has recommended response-level filtering to deal with rapid guessing. Response-level filtering can…
Descriptors: Guessing (Tests), Models, Reaction Time, Statistical Analysis
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