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Language abilities in the early years are a strong predictor of children’s success in school. However, a considerable number of children enter school with poor language skills. Therefore, one of the most important but also challenging mandates of early childhood education and care [ECEC] is to promote these skills before school enrolment. Meta-analytic evidence suggests that shared book reading is a valuable tool to narrow this gap in the early years. In the digital age, ebooks might offer...
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Previous empirical studies on the effect of scaffolding in game-based learning environments have shown inconsistent findings. In this study, we conducted a meta-analysis to examine the effect of scaffolding in digital game-based learning (DGBL) and to explore a range of moderating factors that may have contributed to the inconsistencies of primary studies. We used the three-level meta-analysis method to analyze the data for handling data non-dependency issues of multiple effect sizes in one...
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The technological developments of the twenty-first century have enabled the emergence of alternative teaching-learning models and instructional tools. One of the concepts brought about by such developments is mobile learning. The aim of this study was to test the effect of mobile learning on students’ mathematics achievement. A systematic database search that included the Academic Search Complete, Education Resources Information Center (ERIC), EBSCO, JSTOR, ScienceDirect, Taylor & Francis...
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Background: The array of availability of diverse digital reading applications, the mixed results emerging from small-scale experimental studies, as well as the long-standing tradition and range of known positive developmental outcomes gained from adultchild storybook reading warrant an investigation into electronic storybooks (e-books) by performing a meta-analysis, which includes recent studies.
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This meta-analysis extended the current literature regarding the effects of computer technology (CT) on mathematics achievement, with a particular focus on low-performing students. A total of 45 independent effect sizes extracted from 31 empirical studies based on a total of 2,044 low-performing students in K-12 classrooms were included in this meta-analysis. Consistent with previous reviews, this study suggested a statistically significant and positive effect of CT ([Formula: see...
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The purpose of this study is to determine the effect of digital stories on academic achievement. In order to achieve this purpose, meta analysis method was used in the study. Within the scope of the study, ERIC, Google Academic, YÖK Thesis Center, ProQuest, Science Direct and ULAKBİM databases were scanned and 23 studies (10 theses, 13 articles) were included in the meta-analysis using the criteria determined by the researchers. Cochran’s X2 (Q = 285,155, p < .05) test was conducted to test...
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Digital game-based learning (DGBL) is known to be widely used for improving learning in various fields. Among the elements of DGBL, competition has been very controversial. This meta-analysis, which included 25 articles written between 2008 and 2019, revealed that DGBL has produced improvements for learning outcomes with an overall effect size of .386. In addition, we explored multiple moderators to understand how competition in DGBL influenced student learning for different learners,...
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Based on systematic research of studies published since the year 2000, this comprehensive metaanalysis investigated how the use of technology can enhance learning in secondary school mathematics and science (grade levels 5–13). All studies (k ¼ 92) compared learning outcomes of students using digital tools to those of a control group taught without the use of digital tools. Overall, digital tool use had a positive effect on student learning outcomes (g ¼ 0.65, p < .001). The provision of...
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This meta-analysis maps the evidence on the effectiveness of instructional approaches and conditions for learning computer programming under three study conditions: (a) Studies focusing on the effectiveness of programming interventions per se, (b) studies focusing on the effectiveness of visualization and physicality, and (c) studies focusing on the effectiveness of dominant instructional approaches. Utilizing the data from 139 interventions and 375 effect sizes, we found (a) a strong effect...
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This research aims to investigate the effect of computer-based teaching (CBT) on students’ academic success. The research used a meta-analytic method to reach a general conclusion by statistically calculating the results of a number of independent studies. In total, 78 studies (62 master’s theses, 4 PhD theses, and 12 articles) concerning this issue were researched based on the literature review of the articles and theses which involved pre-test and post-test control groups and were...
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In this meta-analysis, we investigated the effects of methods for providing item-based feedback in a computer-based environment on students’ learning outcomes. From 40 studies, 70 effect sizes were computed, which ranged from −0.78 to 2.29. A mixed model was used for the data analysis. The results show that elaborated feedback (EF; e.g., providing an explanation) produced larger effect sizes (0.49) than feedback regarding the correctness of the answer (KR; 0.05) or providing the correct...
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The present meta-analysis challenges the notion that young children necessarily need adult scaffolding in order to understand a narrative story and learn words as long as they encounter optimally designed multimedia stories. Including 29 studies and 1272 children, multimedia stories were found more beneficial than encounters with traditional story materials that did not include the help of an adult for story comprehension (g+ = 0.40, k = 18) as well as vocabulary (g+ = 0.30, k = 11). However,...
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Dynamic geometry software (DGS) aims to enhance mathematics education. This systematic review and meta-analysis evaluated the quasi-experimental studies on the effectiveness of DGS-based instruction in improving students’ mathematical achievement. Research articles published between 1990 and 2013 were identified from major databases according to a prespecified search strategy and selection criteria. A meta-analysis was conducted based on the random-effects model to evaluate the effectiveness...
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This article reports the results of a meta-analysis of technology-based intervention studies for children with autism spectrum disorders. We conducted a systematic review of research that used a pre–post design to assess innovative technology interventions, including computer programs, virtual reality, and robotics. The selected studies provided interventions via a desktop computer, interactive DVD, shared active surface, and virtual reality. None employed robotics. The results provide...
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The purpose of this meta-analysis is to examine overall effect as well as the impact of selected instructional design principles in the context of virtual reality technology-based instruction (i.e. games, simulation, virtual worlds) in K-12 or higher education settings. A total of 13 studies (N ¼ 3081) in the category of games, 29 studies (N ¼ 2553) in the category of games, and 27 studies (N ¼ 2798) in the category of virtual worlds were meta-analyzed. The key inclusion criteria were that...
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In this study, we meta-analyzed empirical research of the effectiveness of intelligent tutoring systems (ITS) on K–12 students’ mathematical learning. A total of 26 reports containing 34 independent samples met study inclusion criteria. The reports appeared between 1997 and 2010. The majority of included studies compared the effectiveness of ITS with that of regular classroom instruction. A few studies compared ITS with human tutoring or homework practices. Among the major findings are (a)...
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It is assumed that serious games influences learning in 2 ways, by changing cognitive processes and by affecting motivation. However, until now research has shown little evidence for these assumptions. We used meta-analytic techniques to investigate whether serious games are more effective in terms of learning and more motivating than conventional instruction methods (learning: k ϭ 77, N ϭ 5,547; motivation: k ϭ 31, N ϭ 2,216). Consistent with our hypotheses, serious games were found to be...
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The purpose of this review is to learn from rigorous evaluations of alternative technology applications how features of using technology programs and characteristics of their evaluations affect reading outcomes for students in grades K-12. The review applies consistent inclusion standards to focus on studies that met high methodological standards. A total of 84 qualifying studies based on over 60,000 K-12 participants were included in the final analysis. Consistent with previous reviews of...
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Outcome measure
- Behaviour (1)
- Learning (23)
- Motivation (1)
- Socio-emotional learning (1)
Instructional domain (subject)
- Computing (2)
- Languages (1)
- Literacy (6)
- Mathematics (10)
- Multiple (10)
- Science (7)
- Social Studies (3)
- STEM (1)
Education Level and Type
- ECE 0-7 (6)
- High school 16-18 (6)
- Informal education (2)
- K-12 (14)
- Middle school (3)
- Primary 7-10 (9)
- Secondary 11-16 (6)
- Tertiary (10)
Groups of students
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- At-risk (1)
- EAL (3)
- Learning difficulties (1)
- Low-performing (4)
- Low socio-economic status (3)
- SEND (2)
- typically-developing students (3)
School or home
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- School (11)
Moderating variables
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- Tech structure (6)
- Type of instruction methods (student/teacher centered) (3)
- Type of knowledge or task (exposing, procedural, active, etc (6)
Tech Hardware
- CD ROM/ DVD (2)
- Computer (14)
- E-book hardware - e.g. kindle (4)
- Handheld device (3)
- Interactive whiteboards (2)
- Internet (2)
- Mobile/Smartphone (2)
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- Touch-screen (3)
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Tech Software
- Audio books (1)
- Augmented Reality (2)
- Computer Algebra Systems (2)
- Computer-Assisted Instruction (CAI) (7)
- Computer-Based Teaching (CBT) (4)
- Digital Media (audiovisuals) (3)
- Dynamic Geometry Software (1)
- E-book software (4)
- Game learning (5)
- General apps (8)
- Graphic organisers/Visualisations (4)
- Intelligent Tutoring (2)
- LMS (2)
- Robotics (1)
- Serious games (2)
- Simulations (4)
- Tutorials (2)
- Virtual manipulatives (2)
- Virtual Reality (4)
- Word processor (1)
Tech mechanism
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- Cooperative learning (e.g. discussion areas) (1)
- Direct instruction (1)
- Drill and practice (1)
- Feedback (8)
- Gamification (3)
- Graphic modelling (1)
- Instructional supports/Demos: worked out examples (4)
- Multimedia effects (1)
- Personalization effect (2)
- Scaffolding/Varying difficulty levels (5)
- Virtual pen and notetaking (1)
Learning Approach
- _No mention (4)
- Blended learning (4)
- Classroom learning (11)
- Remote learning (2)
Teacher Pedagogy
- _No mention (6)
- Collaboration (3)
- Feedback (2)
- Game-based learning (2)
- Group learning (5)
- PC mixed with real objects (1)
- Peer learning (3)
- Scaffolding (2)
Research methods
Effect size/ heterogeneity
HIC/LMIC
- HIC (high income) (7)
- LMIC (middle/low) (1)
- Mixture or unknown (14)
Quality of research
- High: 6+ (17)
- Low: 3 or below (1)
- Medium: 4 or above (7)