Innovative Approaches in Statistics Education: The Role of Technology Explored through Meta-Analysis

This meta-analysis examines the impact of technology in statistics learning, comparing experimental and control groups across 34 studies, resulting in 55 effect sizes. The random effects model revealed a significant standardized mean difference (gRE = 0.50, 95% CI [0.35, 0.64], p < 0.01), indica...

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Главные авторы: Nusrotus Sa'idah, Jailani, Sudiyatno
Формат: Статья
Язык:английский
Опубликовано: University of Windsor 2025-07-01
Серии:Journal of Teaching and Learning
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Online-ссылка:https://jtl.uwindsor.ca/index.php/jtl/article/view/9211
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author Nusrotus Sa'idah
Jailani
Sudiyatno
author_facet Nusrotus Sa'idah
Jailani
Sudiyatno
author_sort Nusrotus Sa'idah
collection DOAJ
description This meta-analysis examines the impact of technology in statistics learning, comparing experimental and control groups across 34 studies, resulting in 55 effect sizes. The random effects model revealed a significant standardized mean difference (gRE = 0.50, 95% CI [0.35, 0.64], p < 0.01), indicating a positive effect of using technology in statistics courses. Heterogeneity was high (I² = 94.3%), and publication bias was initially detected; however, it was addressed by removing 21 outlier studies. The analysis revealed no significant differences based on country; however, technology type had a significant effect. These findings suggest improved student outcomes, warranting further investigation.
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publishDate 2025-07-01
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series Journal of Teaching and Learning
spelling doaj-art-92e804871db045dca54ccb8381f2ba492025-07-31T17:00:04ZengUniversity of WindsorJournal of Teaching and Learning1911-82792025-07-0119310.22329/jtl.v19i2.9211Innovative Approaches in Statistics Education: The Role of Technology Explored through Meta-AnalysisNusrotus Sa'idah0https://orcid.org/0000-0002-2234-8476Jailani1Sudiyatno2https://orcid.org/0000-0003-3953-9356Universitas Islam Nahdlatul Ulama JeparaUniversitas Islam Nahdlatul Ulama JeparaUniversitas Islam Nahdlatul Ulama Jepara This meta-analysis examines the impact of technology in statistics learning, comparing experimental and control groups across 34 studies, resulting in 55 effect sizes. The random effects model revealed a significant standardized mean difference (gRE = 0.50, 95% CI [0.35, 0.64], p < 0.01), indicating a positive effect of using technology in statistics courses. Heterogeneity was high (I² = 94.3%), and publication bias was initially detected; however, it was addressed by removing 21 outlier studies. The analysis revealed no significant differences based on country; however, technology type had a significant effect. These findings suggest improved student outcomes, warranting further investigation. https://jtl.uwindsor.ca/index.php/jtl/article/view/9211Statistics EducationTechnologyMeta Analysis
spellingShingle Nusrotus Sa'idah
Jailani
Sudiyatno
Innovative Approaches in Statistics Education: The Role of Technology Explored through Meta-Analysis
Journal of Teaching and Learning
Statistics Education
Technology
Meta Analysis
title Innovative Approaches in Statistics Education: The Role of Technology Explored through Meta-Analysis
title_full Innovative Approaches in Statistics Education: The Role of Technology Explored through Meta-Analysis
title_fullStr Innovative Approaches in Statistics Education: The Role of Technology Explored through Meta-Analysis
title_full_unstemmed Innovative Approaches in Statistics Education: The Role of Technology Explored through Meta-Analysis
title_short Innovative Approaches in Statistics Education: The Role of Technology Explored through Meta-Analysis
title_sort innovative approaches in statistics education the role of technology explored through meta analysis
topic Statistics Education
Technology
Meta Analysis
url https://jtl.uwindsor.ca/index.php/jtl/article/view/9211
work_keys_str_mv AT nusrotussaidah innovativeapproachesinstatisticseducationtheroleoftechnologyexploredthroughmetaanalysis
AT jailani innovativeapproachesinstatisticseducationtheroleoftechnologyexploredthroughmetaanalysis
AT sudiyatno innovativeapproachesinstatisticseducationtheroleoftechnologyexploredthroughmetaanalysis