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Yiming Liu; Lingyun Huang; Tenzin Doleck – Education and Information Technologies, 2024
Learning analytics dashboards (LADs) are emerging tools that convert abstract, complex information with visualizations to facilitate teachers' data-driven pedagogical decision-making. While many LADs have been designed, teachers' capacities for using such LADs are not well articulated in the literature. To fill the gap, this study provided a…
Descriptors: Learning Analytics, Teacher Attitudes, Self Management, Psychological Patterns
Tamra Ross; Rachel Sondergaard; Cindy Ives; Andrew Han; Sabine Graf – Technology, Knowledge and Learning, 2025
To meet student demand for responsive, adaptable, and up-to-date online courses, educators and learning designers need tools to analyse student interactions with their peers, educators and learning resources. Learning Management Systems (LMSs) store large volumes of detailed user data, but offer only limited, pre-set reports and visualizations to…
Descriptors: Access to Information, Learning Analytics, Instructional Design, Evaluation Methods
Ouyang, Fan; Li, Xu; Jiao, Pengcheng; Peng, Xian; Chen, Wenzhi – International Journal of Distance Education Technologies, 2021
The design of social learning analytics (SLA) tools has become a practical means to make available learning information with a goal to improve students' regulation, reflection, and engagement in online learning. This design-based research uses the multi-method analytics to iteratively design, implement, and modify the SLA tool that makes available…
Descriptors: Learning Analytics, Socialization, Electronic Learning, Computer Mediated Communication
PLS Model Performance for Factors Influencing Student Acceptance of E-Learning Analytics Recommender
Sandhu, Kamaljeet – International Journal of Virtual and Personal Learning Environments, 2020
The aim of this article is to present the multivariate analyses results of the factors that influence students' acceptance and the continuance usage intention of e-learning analytics recommender systems in higher education institutions in Saudi Arabia. Data was collected from 353 Saudi Arabian university students via an online survey…
Descriptors: Electronic Learning, Learning Analytics, Foreign Countries, College Students
Tzafilkou, Katerina; Protogeros, Nicolaos – European Educational Researcher, 2020
This study investigates students' mouse behavior during their interaction with a web-based experiential learning environment for Computer Science courses. The research focuses on the detection of correlations between the monitored mouse metrics and students' technology acceptance items of perceived usefulness and ease of use. Findings reveal…
Descriptors: Electronic Learning, Learning Analytics, Student Attitudes, Usability
Dollinger, Mollie; Cox, Sarah; Eaton, Rebecca; Vanderlelie, Jessica; Ridsdale, Sam – Journal of Interactive Media in Education, 2020
This article will explore usage patterns and perceptions of online learning support among university students. As higher education expands to include increasingly diverse student cohorts, alternative online-supported learning services have gained attention as a mechanism to support student success. However, there is a paucity of research regarding…
Descriptors: Student Diversity, Electronic Learning, Academic Support Services, College Students
Yoo, Mina; Jin, Sung-Hee – Educational Technology & Society, 2020
Online discussion plays an increasingly significant role in asynchronous online learning environments. While previous attempts have been made to develop learning analytics dashboards to facilitate such discussions, most of these dashboards have been designed without reference to data or visualization techniques that have been proven to make online…
Descriptors: Learning Analytics, Computer Interfaces, Visual Aids, Computer Mediated Communication
Isaias, Pedro, Ed.; Sampson, Demetrios G., Ed.; Ifenthaler, Dirk, Ed. – Cognition and Exploratory Learning in the Digital Age, 2020
This book explores a variety of facets of online learning environments to understand how learning occurs and succeeds in digital contexts and what teaching strategies and technologies are most suited to this format. Business, health, government and education are some of the core sectors of society which have been experiencing deep transformations…
Descriptors: Electronic Learning, Higher Education, College Instruction, Teaching Methods

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