Litcius/Paper detail

Impact of using learning analytics in asynchronous online discussions in higher education

Juan Pedro Cerro Martínez, Montse Guitert Catasús, Teresa Romeu Fontanillas

2020International Journal of Educational Technology in Higher Education47 citationsDOIOpen Access PDF

Abstract

Abstract Following asynchronous online discussion activities as a complex communication process is a demanding task for teachers. In this paper, the authors have explored the potential in supporting such activity through learning analytics. From the beginning, the authors acknowledged the limitations of technology to support the complexities of a pedagogical activity. Therefore, the methodology used was participatory design-based research (DBR) divided into two main stages. The first design phase dealt with the engagement of teachers and pedagogical experts in defining the data and metrics to be used to support the pedagogical concepts. The second consisted of an implementation phase including pilots with students and with crucial engagement of teachers in commenting their understanding over students’ learning processes and the feedback the teachers could offer to them. Overall, the students shown improvements in their performance as monitored through the learning analytics group in contrast with control groups. The discussion over the design and its results could be potentially extrapolated to other educational contexts.

Topics & Concepts

Learning analyticsAsynchronous communicationAnalyticsTask (project management)Computer scienceEducational technologyProcess (computing)Higher educationMathematics educationInstructional designComputer-mediated communicationOnline discussionKnowledge managementParticipatory designPsychologyData scienceMultimediaThe InternetWorld Wide WebEngineeringPolitical scienceParallelsSystems engineeringComputer networkOperating systemMechanical engineeringLawOnline Learning and AnalyticsE-Learning and Knowledge ManagementOnline and Blended Learning