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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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The present article attempts to reinterpret the findings of most recent studies investigating effect of using games for teaching purposes. A methodological approach combining a meta-analysis of quantitative data with qualitative ones was adopted in order to present the broadest picture of the current research on educational use of games. To this end, we conducted a meta-analysis of 180 effect size comparisons out of 154 empirical studies on the effect of both digital and non-digital games on...
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Clickers, formerly known as instant response systems, have gradually become an integral part of the classroom. Though several reviews on research into clicker-integrated instruction have been published within this decade, the controversy over whether clickerintegrated instruction is effective to enhance students' learning gains has not been settled because the early reviews mainly focus on students' perceptions toward and acceptance of clicker-integrated instruction. Furthermore, so far...
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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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Identifying effective literacy instruction programs has been a focal point for governments, educators and parents over the last few decades (Ontario Ministry of Education, 2004, 2006; Council of Ontario Directors of Education, 2011). Given the increasing use of computer technologies in the classroom and in the home, a variety of information communication technology (ICT) interventions for learning have been introduced. Meta-analyses comparing the impact of these programs on learning,...
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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 report presents an overview of the process and initial findings of a systematic review and meta-analysis of the literature on computer simulations for K–12 science, technology, engineering, and mathematics (STEM) learning topics. Both quantitative and qualitative research studies on the effects of simulation in STEM were reviewed. Studies that reported effect size measures or the data to calculate effect sizes were included in the meta-analysis. Important moderating factors related to...
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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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Giving a student control over their learning has theoretical and intuitive appeal, but its effects are neither powerful nor consistent in the empirical literature base. This meta-analysis updated previous meta-analytic research by Niemiec, Sikorski, and Walberg by studying the overall effectiveness of providing learner control within educational technology, the characteristics of instruction along the continuum of learner control, and elements of the instructional environments that may play...
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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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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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The purpose of this study was to conduct a meta-study of computer-assisted instruction (CAI) studies in mathematics for students with learning disabilities (LD) focusing on examining the effects of CAI on the mathematics performance of students with LD. This study examined a total of 11 mathematics CAI studies, which met the study selection criterion, for students with LD at the elementary and secondary levels and analyzed them in terms of their comparability and effect sizes. Overall, this...
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The results of a meta-analysis of 20 research articles containing 89 effect sizes related to the use of digital tools and learning environments to enhance literacy acquisition for middle school students demonstrate that technology can have a positive effect on reading comprehension (weighted effect size of 0.489). Very little research has focused on the effect of technology on other important aspects of reading, such as metacognitive, affective, and dispositional outcomes. The evidence...
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Different learning environments provide different learning experiences and ought to serve different achievement goals. We hypothesized that constructivist learning environments lead to the attainment of achievements that are consistent with the experiences that such settings provide and that more traditional settings lead to the attainments of other kinds of achievement in accordance with the experiences they provide. A meta-analytic study was carried out on 32 methodologically-appropriate...
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Purpose of the Study.........................................................................................................6 Method ..............................................................................................................................7 Search and Selection Criteria ..................................................................................7 Procedure...
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Outcome measure
- Attitudes (1)
- Behaviour (3)
- Learning
- Socio-emotional learning (1)
Instructional domain (subject)
- Computing (1)
- Languages (1)
- Literacy (8)
- Mathematics (5)
- Multiple (7)
- Science (2)
- Social Studies (2)
- STEM (3)
Education Level and Type
- ECE 0-7 (2)
- High school 16-18 (2)
- Informal education (1)
- K-12 (15)
- Middle school (2)
- Primary 7-10 (3)
- Secondary 11-16 (3)
- Tertiary (4)
Groups of students
- _No mention (4)
- At-risk (2)
- EAL (2)
- Examination years (2)
- Gifted students (1)
- Learning difficulties (3)
- Low-performing (3)
- Low socio-economic status (2)
- SEND (4)
- typically-developing students (1)
Moderating variables
- __ no obvious moderating variables (3)
- Assessments (2)
- Attainment level of students (1)
- Class size (1)
- Design-type/ testing instruments (4)
- Ethnicity (1)
- Feedback (3)
- Gender (1)
- Grade/education level (5)
- Implementation fidelity (1)
- IQ (1)
- Length of time (13)
- Multiple exposures (3)
- Novelty Effect (4)
- Peer involvement/group learning (4)
- School-level factors (1)
- SEND (2)
- Student characteristics (1)
- Subject (1)
- Teacher involvement (7)
- Teacher pedagogy/implementation (2)
- Teacher professional development (1)
- Tech structure (2)
- Type of instruction methods (student/teacher centered) (3)
- Type of knowledge or task (exposing, procedural, active, etc (4)
Tech Hardware
- CD ROM/ DVD (1)
- Computer (15)
- E-book hardware - e.g. kindle (1)
- Handheld device (2)
- Interactive whiteboards (1)
- Internet (1)
- Multimedia (1 or more) (7)
- Tablet (1)
- Touch-screen (1)
Tech Software
- Audio books (1)
- Clicker-integrated instruction (1)
- Computer-Assisted Instruction (CAI) (10)
- Computer-Based Teaching (CBT) (2)
- Digital Media (audiovisuals) (2)
- Dynamic Geometry Software (1)
- E-book software (2)
- Game learning (4)
- General apps (5)
- Graphic organisers/Visualisations (3)
- Intelligent Tutoring (1)
- LMS (1)
- Robotics (1)
- Simulations (3)
- Tutorials (1)
- Virtual manipulatives (1)
- Virtual Reality (3)
- Word processor (1)
Tech mechanism
Learning Approach
Teacher Pedagogy
- _No mention (2)
- Collaboration (3)
- Feedback (2)
- Game-based learning (1)
- Group learning (3)
- Peer learning (3)
- Scaffolding (4)
- Self-paced (no teacher) (1)
Research methods
Effect size/ heterogeneity
HIC/LMIC
Quality of research
- High: 6+ (14)
- Low: 3 or below (1)
- Medium: 4 or above (5)
Geography if specific
- _no mention (5)
- Mixture (1)