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Montse Guitert Catasús; Teresa Romeu Fontanillas; Juliana E. Raffaghelli; Juan Pedro Cerro Martínez – Journal of Learning Analytics, 2025
This article systematically reviews the role of learning analytics (LA) in collaborative learning, particularly exploring how it can empower both teachers and students. Based on the analysis of 87 articles, selected by adopting the PRISMA workflow, the study discusses the intersection of LA with collaborative learning (CL), emphasizing the…
Descriptors: Learning Analytics, Teacher Empowerment, Student Empowerment, Cooperative Learning
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Abdullah Albalawi – Australian Journal of Applied Linguistics, 2024
This review paper explores the role of individual differences in second language vocabulary learning, focusing on three key factors: out-of-class exposure (e.g., viewing TV, playing video games and listening to songs), strategic vocabulary learning, and motivation. Individual differences significantly impact vocabulary learning, making it crucial…
Descriptors: Individual Differences, Metacognition, Vocabulary Development, Linguistic Input
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Berliana Dyah Ayu Aprilianti – Journal of English Teaching, 2024
As one of the productive skills, writing is highly required to be mastered in English as a foreign language. Moreover, communication can occur not only in spoken form but also in written form. In creating a good learning atmosphere for the students, teachers try to use the most appropriate approach to achieve the learning goals, especially in…
Descriptors: English (Second Language), Second Language Learning, Second Language Instruction, Writing Instruction
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Maike Trautner; Carola Grunschel; Malte Schwinger – Educational Psychology Review, 2025
Learners' attempts to regulate their own motivation for studying in the face of tedious or difficult tasks is an important aspect of self-regulated learning. Therefore, motivation regulation has received increasing attention over the past few years, resulting in numerous publications using different definitions of the construct, samples,…
Descriptors: Self Control, Learning Motivation, College Students, Student Attitudes
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Zui Cheng; Zhuo Zhang; Qian Xu; Yukiko Maeda; Peidi Gu – Journal of Computing in Higher Education, 2025
Research on academic performance in online education proliferated in the last decade; however, our current understanding of the relationship between self-regulated learning and academic performance in online learning environments remains scattered. This meta-analysis provides a holistic view of the relationship between learners' use of…
Descriptors: Meta Analysis, Independent Study, Learning Strategies, Academic Achievement
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Xiaoli Huang; Wei Xu; Ruijia Liu – International Journal of Distance Education Technologies, 2025
This article presents a meta-analysis of the existing literature using Stata 18.0, focusing on the effects of ITSs on learning attitudes, knowledge acquisition, learner motivation, performance, problem-solving skills, test scores, and educational outcomes across different countries and educational levels (k = 30, g = 0.86). The findings suggest…
Descriptors: Intelligent Tutoring Systems, Outcomes of Education, Learning Motivation, Student Attitudes
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Abdullah Alamer; Esmaeel Saeedy Robat; Majid Elahi Shirvan; Richard Ryan – Educational Psychology Review, 2025
In this meta-analysis, we examined the average correlations (weighted for sample size and corrected for measurement error) between the varied types of motivation specified within self-determination theory (SDT) and second language (L2) achievement. We also conducted moderator analyses to explore whether these relationships are influenced by age,…
Descriptors: Self Determination, Language Acquisition, Meta Analysis, Second Language Learning
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Saqr, Mohammed; Jovanovic, Jelena; Viberg, Olga; Gaševic, Dragan – Studies in Higher Education, 2022
Predictors of student academic success do not always replicate well across different learning designs, subject areas, or educational institutions. This suggests that characteristics of a particular discipline and learning design have to be carefully considered when creating predictive models in order to scale up learning analytics. This study…
Descriptors: Meta Analysis, Learning Analytics, Predictor Variables, Correlation
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Andrew Walker; Naomi R. Aguiar; Raechel N. Soicher; Yu-Chun Kuo; Jessica Resig – Online Learning, 2024
In higher education, motivational factors are considered one of "the strongest predictors of academic performance" (Honike et al., 2020, p. 1). A meta-analysis of face-to-face (f2f) courses (Richardson et al., 2012) supports these claims, finding a strong correlation between performance self-efficacy and academic performance (r = 0.59),…
Descriptors: Student Motivation, Performance, Correlation, Electronic Learning
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Giannakos, Michail; Cukurova, Mutlu – British Journal of Educational Technology, 2023
This study presents the outcomes of a semi-systematic literature review on the role of learning theory in multimodal learning analytics (MMLA) research. Based on previous systematic literature reviews in MMLA and an additional new search, 35 MMLA works were identified that use theory. The results show that MMLA studies do not always discuss their…
Descriptors: Learning Theories, Multimedia Instruction, Learning Analytics, Research Reports
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Syarief Fajaruddin; Heri Retnawati; Caly Setiawan; Ezi Apino; Janu Arlinwibowo; Dzul Rachman – Journal of Education and Learning (EduLearn), 2024
This study explores the correlation between technology utilization and language acquisition while analyzing the impact of moderating variables on this relation. Our meta-analysis approach analyzes data from 43 extracts out of 19 primary studies published between 2012 and 2021. Our data analysis employs a random-effect model utilizing a…
Descriptors: Second Language Instruction, Second Language Learning, Learning Processes, Correlation
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Simonsmeier, Bianca A.; Flaig, Maja; Deiglmayr, Anne; Schalk, Lennart; Schneider, Michael – Educational Psychologist, 2022
It is often hypothesized that prior knowledge strongly predicts learning performance. It can affect learning positively mediated through some processes and negatively mediated through others. We examined the relation between prior knowledge and learning in a meta-analysis of 8776 effect sizes. The stability of individual differences, that is, the…
Descriptors: Prior Learning, Individual Differences, Learning, Knowledge Level
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John Hattie; Timothy O'Leary – Educational Psychology Review, 2025
The persistence of learning styles as a concept in educational discourse and research is paradoxical, given the overwhelming evidence discrediting the matching hypothesis, the notion that aligning teaching methods with students' preferred learning styles enhances achievement. This paper examines the resurgence of learning styles across…
Descriptors: Cognitive Style, Meta Analysis, Learning Strategies, Correlation
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Scott Thorne; Nathan Mentzer; Scott Bartholomew; Greg J. Strimel – International Journal of Technology and Design Education, 2024
In design courses, reviewing how others have solved design problems or completed projects is common practice and often encouraged by educators. Using student work as examples can provide context for assessment criteria and help students approach new design problems. While studies have explored the use of exemplars in various disciplines, little…
Descriptors: Design, Engineering Education, Learning Motivation, Self Efficacy
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Marlen A. Roehe; Carmen Trost; Julia S. Grundnig; Anahit Anvari-Pirsch; Anita Holzinger – Educational Psychology Review, 2024
In recent decades, a noticeable trend has emerged in medical and dental schools to adjust their curricula to promote learning strategies and habits geared towards long-term knowledge retention. This systematic review therefore sought to examine whether different teaching methods influence students' preferred learning approaches (deep, strategic,…
Descriptors: Learning Modalities, Evaluation, Literature Reviews, Teaching Methods
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