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Using Analytics to Predict Students' Interactions with Learning Management Systems in Online Courses
Ali Alshammari – Education and Information Technologies, 2024
In online education, it is widely recognized that interaction and engagement have an impact on students' academic performance. While previous research has extensively explored interactions between students, instructors, and content, there has been limited exploration of course design elements that promote the fourth type of interaction:…
Descriptors: Learning Analytics, Learning Management Systems, Academic Achievement, Correlation
Karolína Dockalová Burská; Jakub Rudolf Mlynárik; Radek Ošlejšek – Education and Information Technologies, 2024
In cyber security education, hands-on training is a common type of exercise to help raise awareness and competence, and improve students' cybersecurity skills. To be able to measure the impact of the design of the particular courses, the designers need methods that can reveal hidden patterns in trainee behavior. However, the support of the…
Descriptors: Computer Science Education, Information Security, Computer Security, Training Methods
Hengtao Tang; Miao Dai; Xu Du; Jui-Long Hung; Hao Li – Innovations in Education and Teaching International, 2024
Blended learning has been widely integrated in college-level computer science education. Despite evidence about benefits of blended learning, students' in-class activities remain underexplored. To afford effective blended learning experience, supporting students in both modalities is essential. This study thus took an initial step to fill the gap…
Descriptors: Blended Learning, Computer Science Education, Online Courses, Pretests Posttests
Matcha, Wannisa; Gasevic, Dragan; Uzir, Nora'ayu Ahmad; Jovanovic, Jelena; Pardo, Abelardo; Lim, Lisa; Maldonado-Mahauad, Jorge; Gentili, Sheridan; Perez-Sanagustin, Mar; Tsai, Yi-Shan – Journal of Learning Analytics, 2020
Generalizability of the value of methods based on learning analytics remains one of the big challenges in the field of learning analytics. One approach to testing generalizability of a method is to apply it consistently in different learning contexts. This study extends a previously published work by examining the generalizability of a learning…
Descriptors: Learning Analytics, Learning Strategies, Instructional Design, Delivery Systems
Kucuk, Sevda – Journal of Technology and Teacher Education, 2018
This research investigated pre-service teachers' motivation, learning strategies, and engagement in a situated learning based educational technology course. In this study, correlational research design was used. The sample of this study was 65 second year science education pre-service teachers. The data were collected through two questionnaires.…
Descriptors: Preservice Teachers, Technological Literacy, Learning Strategies, Predictor Variables
Pellas, Nikolaos – Interactive Learning Environments, 2017
The combination of Open Sim and Scratch4OS can be a worthwhile innovation for introductory programming courses, using a Community of Inquiry (CoI) model as a theoretical instructional design framework. This empirical study had a threefold purpose to present: (a) an instructional design framework for the beneficial formalization of a virtual…
Descriptors: Educational Indicators, Communities of Practice, Computer Simulation, High School Students
Mather, Richard – IAFOR Journal of Education, 2015
This paper explores the application of canonical gradient analysis to evaluate and visualize student performance and acceptance of a learning system platform. The subject of evaluation is a first year BSc module for computer programming. This uses "Ceebot," an animated and immersive game-like development environment. Multivariate…
Descriptors: Multivariate Analysis, Program Evaluation, Visualization, Programming
Barney, Lee S.; Maughan, Bryan D. – Complicity: An International Journal of Complexity and Education, 2015
Students learn best when teachers get out of the way. Unfortunately, university classrooms continue to be intensely teacher-centric, are driven by the teacher's agenda and calendar, and embrace simple models rather than complex alternatives. These simple types of learning environments frustrate students' development of the risk-taking and choice…
Descriptors: College Faculty, Teaching Methods, Learning Processes, Risk
Cegielski, Casey G.; Hazen, Benjamin T.; Rainer, R. Kelly – Journal of Information Systems Education, 2011
The rich, interdisciplinary tradition of learning styles is markedly absent in information systems-related research. The current study applies the framework of learning styles to a common educational component of many of today's information systems curricula--object-oriented systems development--in an effort to answer the question as to whether…
Descriptors: Cognitive Style, Information Systems, Systems Development, Teaching Methods
Dedic, Velimir; Markovic, Suzana – European Journal of Open, Distance and E-Learning, 2012
Implementing Web-based educational environment requires not only developing appropriate architectures, but also incorporating human factors considerations. User interface becomes the major channel to convey information in e-learning context: a well-designed and friendly enough interface is thus the key element in helping users to get the best…
Descriptors: Computer Interfaces, Computer Science Education, Programming, Correlation
Hung, Yen-Chu – Journal of Educational Computing Research, 2012
The instructional value of web-based education systems has been an important area of research in information systems education. This study investigates the effect of various teaching methods on program design learning for students with specific learning styles in web-based education systems. The study takes first-year Computer Science and…
Descriptors: Foreign Countries, Control Groups, Experimental Groups, Programming
Guthrie, Cameron – Journal of Information Systems Education, 2010
Project-based learning has been suggested as an appropriate pedagogy to prepare students in information systems for the realities of the business world. Web-based resources have been used to support such pedagogy with mixed results. The paper argues that the design of web-based learning support to cater to different learning styles may give…
Descriptors: Student Projects, Computer Assisted Instruction, Active Learning, Information Systems
Thoms, Brian – IEEE Transactions on Learning Technologies, 2011
In this research, we examine the design, construction, and implementation of a dynamic, easy to use, feedback mechanism for social software. The tool was integrated into an existing university's online learning community (OLC). In line with constructivist learning models and practical information systems (IS) design, the feedback system provides…
Descriptors: Social Networks, Web Sites, Electronic Publishing, Electronic Learning
Liu, James N. K.; Cheng, Xiangqian – International Journal on E-Learning, 2008
In recent years, tertiary institutions in developed countries have made extensive use of Course Management Systems (CMSs), software packages designed to help educators create online learning communities. To date, however, such packages have been little used in higher education institutions (HEIs) in China. In this article, we describe the…
Descriptors: Distance Education, Online Courses, Foreign Countries, Undergraduate Students

Campbell, N. Jo; Williams, Janice E. – Journal of Research on Computing in Education, 1990
Describes a study of high school students that presents two exploratory path analyses of potentially relevant variables influencing both computer course enrollment and self-perceived computer proficiency. Computer attitudes and computer attributions are investigated, and implications for designing educational strategies are discussed. (25…
Descriptors: Academic Achievement, Computer Assisted Instruction, Computer Literacy, Computer Science Education
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