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Yuanyuan Li; Chengliang Wang; Xiaoqing Gu – Educational Technology & Society, 2025
Recently, there has been a growing interest in the potential of virtual reality-based teacher training (VRBTT). Despite this surge, the impact of VRBTT on teacher training outcomes remains unclear and cannot be generalized from generic VR-based training approaches. This study aimed to evaluate the overall effects of VRBTT and explore potentially…
Descriptors: Literature Reviews, Meta Analysis, Instructional Design, Teacher Education
Brinley N. Zabriskie; Nolan Cole; Jacob Baldauf; Craig Decker – Research Synthesis Methods, 2024
Meta-analyses have become the gold standard for synthesizing evidence from multiple clinical trials, and they are especially useful when outcomes are rare or adverse since individual trials often lack sufficient power to detect a treatment effect. However, when zero events are observed in one or both treatment arms in a trial, commonly used…
Descriptors: Meta Analysis, Error Correction, Computation, Simulation
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
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
Suzanne C. Freeman; Alex J. Sutton; Nicola J. Cooper; Alessandro Gasparini; Michael J. Crowther; Neil Hawkins – Research Synthesis Methods, 2024
Background: Traditionally, meta-analysis of time-to-event outcomes reports a single pooled hazard ratio assuming proportional hazards (PH). For health technology assessment evaluations, hazard ratios are frequently extrapolated across a lifetime horizon. However, when treatment effects vary over time, an assumption of PH is not always valid. The…
Descriptors: Cancer, Medical Research, Bayesian Statistics, Meta Analysis
Zhuotao Lu; Ming M. Chiu; Shuai Wang; Weijie Mao; Hao Lei – Journal of Educational Computing Research, 2025
Teachers are increasingly using augmented reality (AR) to develop students' higher-order thinking (HOT). As past studies showed mixed results, our "random effects meta-analysis" of 21 effect sizes from 17 studies of 1256 participants determined the overall effect of AR on HOT and accounted for differences across studies via moderator…
Descriptors: Thinking Skills, Meta Analysis, Computer Simulation, Skill Development
Hajj-Hassan Mira; Rawad Chaker; Impedovo Maria; Hoyek Nady – Journal of Computing in Higher Education, 2025
In recent years, embodied learning has gained currency in the field of education, allowing interactivity between users, thus contributing to collaborative learning in the flow of embodied immersive technology. Evidence based studies conducted in this field tackled the effectiveness of this approach on students' performance and learning outcomes in…
Descriptors: Cooperative Learning, STEM Education, Higher Education, Technology Uses in Education
Sajjad Salimi; Zahra Asgari; Amirreza Mohammadnejad; Ashkan Teimazi; Mitra Bakhtiari – Anatomical Sciences Education, 2024
Anatomy is the cornerstone of medical education. Virtual reality (VR) and augmented reality (AR) technologies are becoming increasingly popular in the development of anatomy education. Various studies have evaluated VR and AR in anatomy education. This meta-analysis aims to evaluate the effectiveness of VR and AR in anatomical education. The…
Descriptors: Computer Simulation, Anatomy, Science Instruction, Teaching Methods
Bhibul Hongthong; Thada Jantakoon; Somsuk Trisupakitti – Higher Education Studies, 2025
Virtual reality (VR) technology has emerged as a promising educational tool in medical training, offering immersive learning experiences that address traditional limitations in medical education. However, comprehensive evidence regarding VR's overall effectiveness across diverse medical education contexts remains fragmented. To systematically…
Descriptors: Literature Reviews, Meta Analysis, Computer Simulation, Medical Education
Bulut, Mehmet; Borromeo Ferri, Rita – European Journal of Science and Mathematics Education, 2023
Technology, in particular augmented reality (AR), has the potential to greatly enhance interactive learning environments for mathematics in both classrooms and other teaching environments. The purpose of the present study was to investigate existing literature on AR in mathematics education. We selected papers from 10 databases, Scopus, Web of…
Descriptors: Literature Reviews, Computer Simulation, Mathematics Education, Meta Analysis
Ha, Cheyeon – International Journal of Research & Method in Education, 2023
This study aims to introduce network meta-analysis (NMA) to provide educational researchers with an extended view of the reviewing educational research. Meta-analytic methods have been widely used in educational research reviews. However, weaknesses have emerged in the multi-group comparison analysis of educational studies where different…
Descriptors: Comparative Analysis, Network Analysis, Meta Analysis, Intervention
Yuanbin Diao; Yu-Sheng Su – IEEE Transactions on Learning Technologies, 2025
With technological advancements, the Metaverse is being used to enhance learning effects and learning experience to ensure quality education. However, current empirical studies have produced varying results. Therefore, a meta-analysis was executed, leveraging the capabilities of Version 3 of the Comprehensive Meta-Analysis software to effectively…
Descriptors: Literature Reviews, Meta Analysis, Access to Education, Educational Technology
Yao, Minghong; Wang, Yuning; Ren, Yan; Jia, Yulong; Zou, Kang; Li, Ling; Sun, Xin – Research Synthesis Methods, 2023
Rare events meta-analyses of randomized controlled trials (RCTs) are often underpowered because the outcomes are infrequent. Real-world evidence (RWE) from non-randomized studies may provide valuable complementary evidence about the effects of rare events, and there is growing interest in including such evidence in the decision-making process.…
Descriptors: Evidence, Meta Analysis, Randomized Controlled Trials, Decision Making
Zoe Stephenson; Nicole Johnson-Glauch; Sam Cruchley – Assessment & Evaluation in Higher Education, 2025
This systematic review examines the factors that facilitate student performance in oral assessments at the undergraduate and master's levels across diverse academic disciplines. As higher education increasingly shifts from traditional written assessments to alternative summative methods--partly in response to the rise of generative artificial…
Descriptors: Literature Reviews, Verbal Tests, Higher Education, Undergraduate Students
Liu Yifu; Ma Yan; Huang Libing; Xiao Chunling; Ding Tao – Education and Information Technologies, 2025
Interventions utilizing human-computer interaction (HCI) in autism rehabilitation have gained popularity, yet their efficacy has not been fully elucidated. This meta-analysis assessed 30 international studies from the past decade that employed HCIs for autism intervention. The findings revealed a moderate positive effect (g = 0.484) on improving…
Descriptors: Man Machine Systems, Interaction, Intervention, Autism Spectrum Disorders

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