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Tepgeç, Mustafa; Ifenthaler, Dirk – International Association for Development of the Information Society, 2022
Learning analytics includes interventions that will support learning and improve learning environments. Despite the fact that learning analytics is a promising field of study, the lack of empirical evidence on the effects of learning analytics-based interventions has been widely addressed in recent years. In this context, insights validated by…
Descriptors: Learning Analytics, Intervention, Meta Analysis, Learning Management Systems
Karaoglan Yilmaz, Fatma Gizem; Yilmaz, Ramazan – Technology, Knowledge and Learning, 2022
One of the main problems encountered in the online learning process is the low or absence of students' engagement. They may face problems with behavioral engagement, cognitive engagement, emotional engagement in online learning environments. It is thought that the problems related to students' engagements can be overcome with personalized…
Descriptors: Learning Analytics, Intervention, Learner Engagement, Electronic Learning
Yu, Jiaqi; Ma, Wenchao; Moon, Jewoong; Denham, Andre R. – Journal of Learning Analytics, 2022
Integrating learning analytics in digital game-based learning has gained popularity in recent decades. The interactive nature of educational games creates an ideal environment for learning analytics data collection. However, past research has limited success in producing accessible and effective assessments using game learning analytics. In this…
Descriptors: Learning Analytics, Student Evaluation, Educational Games, Computer Games
Yacobson, Elad; Fuhrman, Orly; Hershkowitz, Sara; Alexandron, Giora – Journal of Learning Analytics, 2021
Learning analytics have the potential to improve teaching and learning in K-12 education, but as student data is increasingly being collected and transferred for the purpose of analysis, it is important to take measures that will protect student privacy. A common approach to achieve this goal is the de-identification of the data, meaning the…
Descriptors: Identification, Privacy, Field Trips, Learning Analytics
Vázquez-Cano, Esteban; Quicios-García, María-Pilar; Fombona, Javier; Rodríguez-Arce, Jorge – Education and Information Technologies, 2023
The main objective of this research is to determine the perception of teachers about the elements that increases the educational effectiveness of gamified apps in primary education. A methodology based on an importance-performance analysis was developed, using a structural equations model to calculate the degree of importance of each variable. The…
Descriptors: Instructional Design, Computer Oriented Programs, Gamification, Elementary Education
Rodríguez-Triana, María Jesús; Martínez-Monés, Alejandra; Villagrá-Sobrino, Sara – Journal of Learning Analytics, 2016
As a further step towards maturity, the field of learning analytics (LA) is working on the definition of frameworks that structure the legal and ethical issues that scholars and practitioners must take into account when planning and applying LA solutions to their learning contexts. However, current efforts in this direction tend to be focused on…
Descriptors: Ethics, Privacy, Instructional Innovation, Higher Education
Kaban, Aysegul Liman – Shanlax International Journal of Education, 2021
These days, screen reading has been widely adopted and discussed by school teachers and researchers. However, few studies have been conducted to formally evaluate the effectiveness of screen reading in improving EFL students' English reading comprehension, not to mention investigating the factors affecting their reading comprehension outcomes. In…
Descriptors: English (Second Language), Individualized Instruction, Second Language Learning, Student Experience
Ramli, Izzat Syahir Mohd; Maat, Siti Mistima; Khalid, Fariza – Cypriot Journal of Educational Sciences, 2022
Game-based learning has received increasing attention in recent years as it could help improve pupils' motivation, self-efficacy, and achievement. Technological innovations like learning analytics (LA) and GBL offer pedagogical support for teachers. GBL could significantly support pupils' learning as a learning approach compared to conventional…
Descriptors: Game Based Learning, Learning Analytics, Elementary School Mathematics, Cognitive Processes
Pelanek, Radek – Journal of Learning Analytics, 2021
In this work, we consider learning analytics for primary and secondary schools from the perspective of the designer of a learning system. We provide an overview of practically useful analytics techniques with descriptions of their applications and specific illustrations. We highlight data biases and caveats that complicate the analysis and its…
Descriptors: Learning Analytics, Elementary Schools, Secondary Schools, Educational Technology
Round or Rectangular Tables for Collaborative Problem Solving? A Multimodal Learning Analytics Study
Vujovic, Milica; Hernández-Leo, Davinia; Tassani, Simone; Spikol, Daniel – British Journal of Educational Technology, 2020
The current knowledge of the effects of the physical environment on learners' behaviour in collaborative problem-solving tasks is underexplored. This paper aims to critically examine the potential of multimodal learning analytics, using new data sets, in studying how the shapes of shared tables affect the learners' behaviour when collaborating in…
Descriptors: Educational Environment, Physical Environment, Furniture, Educational Equipment
Abdu, Rotem; Olsher, Shai; Yerushalmy, Michal – Digital Experiences in Mathematics Education, 2022
This article queries how learning analytics systems can support content-specific group formation to develop students' thinking about a specific mathematical concept. Automated group formation requires identifying personal characteristics, designing tasks to probe students' perceptions, and grouping them to increase individual learning chances.…
Descriptors: Teaching Methods, Grouping (Instructional Purposes), Learning Analytics, Mathematics Education
Rodríguez-Martínez, José Antonio; González-Calero, José Antonio; Olmo-Muñoz, Javier; Arnau, David; Tirado-Olivares, Sergio – British Journal of Educational Technology, 2023
This study analyses the potential of a learning analytics (LA) based formative assessment to construct personalised teaching sequences in Mathematics for 5th-grade primary school students. A total of 127 students from Spanish public schools participated in the study. The quasi-experimental study was conducted over the course of six sessions, in…
Descriptors: Foreign Countries, Elementary School Students, Grade 5, Mathematics Instruction
Aghababyan, Ani; Martin, Taylor; Janisiewicz, Philip; Close, Kevin – Journal of Learning Analytics, 2016
Learning analytics is an emerging discipline and, as such, benefits from new tools and methodological approaches. This work reviews and summarizes our workshop on microgenetic data analysis techniques using R, held at the second annual Learning Analytics Summer Institute in Cambridge, Massachusetts, on 30 June 2014. Specifically, this paper…
Descriptors: Educational Research, Data Collection, Data Analysis, Workshops
Shen, Ji; Chen, Guanhua; Barth-Cohen, Lauren; Jiang, Shiyan; Eltoukhy, Moataz – Journal of Research on Technology in Education, 2022
Computational thinking (CT) has been advocated as an essential problem solving skill students need to develop. Emphasizing on CT applied in both programming and everyday contexts, we developed a humanoid robotics curriculum and a computerized assessment instrument. We implemented the curriculum with six classes of 125 fifth graders. Quantitative…
Descriptors: Elementary School Students, Grade 5, Computation, Thinking Skills
Hershkovitz, Arnon; Tabach, Michal; Cohen, Anat – Journal of Educational Computing Research, 2022
In a large-scale quantitative study that adopted a learning analytics approach, we searched for associations between students' activity in a game-based online mathematics learning environment and their mathematics achievements on a national standardized test. Students were active in the environment throughout the school year, and particularly…
Descriptors: Electronic Learning, Learning Activities, Mathematics Achievement, Elementary School Students