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Old Dominion University

Online and Distance Education

Learning analytics

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Full-Text Articles in Education

Investigating The Effect Of Universal Design For Learning On Learner Performance, Engagement, And Self-Efficacy, Ana Elizabeth Redstone Oct 2023

Investigating The Effect Of Universal Design For Learning On Learner Performance, Engagement, And Self-Efficacy, Ana Elizabeth Redstone

STEMPS Theses & Dissertations

This study sought to address the gap in knowledge about the effect of UDL features on asynchronous online postsecondary learners’ achievement, engagement, and self-efficacy. The study also described a process for redesigning an online course to incorporate UDL components and provided specific examples of the implemented UDL guidelines. The study was conducted in a three-phase multimethod research design, which included quantitative and qualitative data collected from the participants, the learning management system (LMS), and the course instructor.

In collaboration with the course instructor, the researcher redesigned an existing asynchronous online university Computer Science course using UDL guidelines to address learning …


Review Of: Estrellado, R. A., Freer, E. A., Motsipak, J., Rosenberg, J. M., & Velásquez, I. C. (2021). Data Science In Education Using R. London, England: Routledge, Esther Michela, Robert L. Moore May 2021

Review Of: Estrellado, R. A., Freer, E. A., Motsipak, J., Rosenberg, J. M., & Velásquez, I. C. (2021). Data Science In Education Using R. London, England: Routledge, Esther Michela, Robert L. Moore

STEMPS Faculty Publications

Data use in education is continually expanding in scope (Romero and Ventura 2020), and though programming resources are plentiful, those that truly scaffold the learning process are scarce. Data Science in Education Using R by Estrellado, Freer, Motsipak, Rosenberg, and Velásquez is a combination primer and workbook. This format allows the volume to serve as both an introductory R resource aimed to help readers overcome the daunting initial roadblocks to proficiency and familiarize them with educational data uses. We reviewed this book from the perspective of a beginning R user with little other programming background for whom this book is …


Exploring The Relationship Between Clout And Cognitive Processing In Mooc Discussion Forums, Robert L. Moore, Cherng-Jyh Yen, F. Eamonn Powers Jan 2021

Exploring The Relationship Between Clout And Cognitive Processing In Mooc Discussion Forums, Robert L. Moore, Cherng-Jyh Yen, F. Eamonn Powers

STEMPS Faculty Publications

The purpose of this study was to explore the relationship between clout and cognitive processing in massive open online course (MOOC) discussion forum posts. Cognitive processing, a category variable generated by the automated text analysis tool, Linguistic Inquiry Word Count (LIWC), is made up of six sub-scores (insight, causation, discrepancy, tentativeness, certainty and differentiation). Clout is a nontransparent summary variable in LIWC that can be used to understand the level of confidence conveyed in the text. Because clout is nontransparent, we do not know the algorithm used to calculate its value. To better understand this variable, this study examined cognitive …


Making Sense Of Video Analytics: Lessons Learned From Clickstream Interactions, Attitudes, And Learning Outcome In A Video-Assisted Course, Michail N. Giannakos, Konstantinos Chorianopoulos, Nikos Chrisochoides Jan 2015

Making Sense Of Video Analytics: Lessons Learned From Clickstream Interactions, Attitudes, And Learning Outcome In A Video-Assisted Course, Michail N. Giannakos, Konstantinos Chorianopoulos, Nikos Chrisochoides

Computer Science Faculty Publications

Online video lectures have been considered an instructional media for various pedagogic approaches, such as the flipped classroom and open online courses. In comparison to other instructional media, online video affords the opportunity for recording student clickstream patterns within a video lecture. Video analytics within lecture videos may provide insights into student learning performance and inform the improvement of video-assisted teaching tactics. Nevertheless, video analytics are not accessible to learning stakeholders, such as researchers and educators, mainly because online video platforms do not broadly share the interactions of the users with their systems. For this purpose, we have designed an …