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Matthew Forte; Elizabeth Tipton – Society for Research on Educational Effectiveness, 2024
Background/Context: Over the past twenty plus years, the What Works Clearinghouse (WWC) has reviewed over 1,700 studies, cataloging effect sizes for 189 interventions. Some 56% of these interventions include results from multiple, independent studies; on average, these include results of [approximately]3 studies, though some include as many as 32…
Descriptors: Meta Analysis, Sampling, Effect Size, Models
Sánchez-Miguel P. A.; Álvarez-Sánchez J. L.; Hortigüela-Alcalá D.; Pérez-Pueyo A.; Tapia-Serrano M. A. – Quest, 2025
This study aimed to show a quantitative synthesis on the effect of the Teaching Personal and Social Responsibility Model (TPSR) on personal and social responsibility within physical education (PE) context. To achieve this, a systematic review and meta-analysis on experimental studies was developed. The initial search yielded 874 articles, with 6…
Descriptors: Physical Education, Social Responsibility, Effect Size, Models
Kaitlyn G. Fitzgerald; Elizabeth Tipton – Journal of Educational and Behavioral Statistics, 2025
This article presents methods for using extant data to improve the properties of estimators of the standardized mean difference (SMD) effect size. Because samples recruited into education research studies are often more homogeneous than the populations of policy interest, the variation in educational outcomes can be smaller in these samples than…
Descriptors: Data Use, Computation, Effect Size, Meta Analysis
James Pustejovsky; Jingru Zhang; Elizabeth Tipton – Society for Research on Educational Effectiveness, 2023
Background/Context: In meta-analyses examining educational interventions, researchers seek to understand the distribution of intervention impacts, in order to draw generalizations about what works, for whom, and under what conditions. One common way to examine equity implications in such reviews is through moderator analysis, which involves…
Descriptors: Meta Analysis, Effect Size, Statistics, Regression (Statistics)
Henry H. Zink; Ethan R. Van Norman; David A. Klingbeil – Psychology in the Schools, 2024
Single-case design (SCD) is a quantitative experimental technique in which participants serve as their own control. The use of an effect size in SCD allows evaluation of outcomes as well as comparison of outcomes via meta-analyses. Characteristics of SCD research make the selection of an appropriate effect size complicated. Additionally, there are…
Descriptors: Research Design, Case Studies, Effect Size, Academic Ability
Xiao-Ming Wang; Jing-Lin Wang; Shu-Yan Xu; Si-Jie Xu – International Journal of STEM Education, 2025
Concept mapping is a powerful educational tool that facilitates students' organization and integration of knowledge, leading to improved understanding and retention. Numerous studies have highlighted the potential of concept mapping to enhance students' achievement. However, comprehensive quantitative analyses focusing on its impact specifically…
Descriptors: Concept Mapping, STEM Education, Meta Analysis, Academic Achievement
Jemimah Young; Kristian Edosomwan; Jamaal Young – Excellence in Education Journal, 2025
The purpose of this meta-analysis was to investigate the effects of consequential use on edTPA performance across content areas. The present meta-analysis was guided by the Diffusion of Innovation Theory (DOI). The study examined 127 mean difference effect sizes extracted from the 2014 to 2020 edTPA administrative report. The researchers examined…
Descriptors: Preservice Teachers, Performance Based Assessment, Teacher Evaluation, Effect Size
Michael Borenstein – Research Synthesis Methods, 2024
In any meta-analysis, it is critically important to report the dispersion in effects as well as the mean effect. If an intervention has a moderate clinical impact "on average" we also need to know if the impact is moderate for all relevant populations, or if it varies from trivial in some to major in others. Or indeed, if the…
Descriptors: Meta Analysis, Error Patterns, Statistical Analysis, Intervention
James E. Pustejovsky; Man Chen – Journal of Educational and Behavioral Statistics, 2024
Meta-analyses of educational research findings frequently involve statistically dependent effect size estimates. Meta-analysts have often addressed dependence issues using ad hoc approaches that involve modifying the data to conform to the assumptions of models for independent effect size estimates, such as by aggregating estimates to obtain one…
Descriptors: Meta Analysis, Multivariate Analysis, Effect Size, Evaluation Methods
Guido Schwarzer; Gerta Rücker; Cristina Semaca – Research Synthesis Methods, 2024
The "LFK" index has been promoted as an improved method to detect bias in meta-analysis. Putatively, its performance does not depend on the number of studies in the meta-analysis. We conducted a simulation study, comparing the "LFK" index test to three standard tests for funnel plot asymmetry in settings with smaller or larger…
Descriptors: Bias, Meta Analysis, Simulation, Evaluation Methods
Heterogeneity Estimation in Meta-Analysis: Investigating Methods for Dependent Effect Size Estimates
Jingru Zhang; James E. Pustejovsky – Society for Research on Educational Effectiveness, 2024
Background/Context: In meta-analysis examining educational intervention, characterizing heterogeneity and exploring the sources of variation in synthesized effects have become increasingly prominent areas of interest. When combining results from a collection of studies, statistical dependency among their effects size estimates will arise when a…
Descriptors: Meta Analysis, Investigations, Effect Size, Computation
Ida Lousen; Søren Andkjaer – Journal of Adventure Education and Outdoor Learning, 2025
This study aims to investigate the impact of frilufts-therapy (Nordic inspired therapeutic interventions in nature) on adolescents' mental health through a systematic literature review following PRISMA 2020 guidelines. Inclusion criteria encompassed peer-reviewed intervention studies in English, Danish, or Norwegian, quantitatively evaluated with…
Descriptors: Outdoor Education, Educational Benefits, Mental Health, Adolescents
Ewan Murray; Aidan J. Horner; Silke M. Göbel – Educational Psychology Review, 2025
Spaced retrieval practice harnesses two well-studied phenomena: the spacing effect, where spacing out practice over several sessions leads to a gain in retention compared to massed practice in one session; and the testing effect, where material that is tested is better retained than material that is restudied. This meta-analysis investigates if,…
Descriptors: Meta Analysis, Mathematics Instruction, Instructional Effectiveness, Information Retrieval
Ayhan Koçoglu; Sayed Masood Haidari – Education and Information Technologies, 2025
Several primary studies have documented the positive effect of virtual field trips on students' academic achievement, while others have reported inconsistent results. Therefore, this three-level meta-analysis examined the effect of virtual field trips on the academic achievement of students from primary to tertiary education levels, addressing the…
Descriptors: Meta Analysis, Computer Simulation, Field Trips, Academic Achievement
Elizabeth Brisco; Elena Kulinskaya; Julia Koricheva – Research Synthesis Methods, 2024
Outcomes of meta-analyses are increasingly used to inform evidence-based decision making in various research fields. However, a number of recent studies have reported rapid temporal changes in magnitude and significance of the reported effects which could make policy-relevant recommendations from meta-analyses to quickly go out of date. We…
Descriptors: Meta Analysis, Ecology, Decision Making, Evidence Based Practice

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