Title :
Reveal the Relationships among Students Participation and Their Outcomes on E-Learning Environments: Case Study
Author :
Gomez Aguilar, Diego Alonso ; Theron, Roberto ; Penalvo, Francisco J. Garcia
Author_Institution :
Dept. de Inf. y Autom., Univ. of Salamanca, Salamanca, Spain
Abstract :
Recent research has confirmed the impact of electronic media usage on student outcomes. However, little is known about the impact of measurable reading access to a forum and other resources. We have developed a tool to study this aspect through visual analysis. Results from this study showed that not only participation on electronic discussion for a, such as reading or posting, but also the reading access to the resource, can alert about the student´s performance. This came about after proving the existence of a strong influence relationship between the frequency of reading access to discussion for a and the frequency of access to posting for a, as well as between the frequency of reading access to resources and the frequency of access to posting for a in the outcome of the students. However, we have found that the union of the variables above, i.e., frequency of posts in for a, reading of discussion for a and reading of resources can be visually analyzed, thus obtaining a better visualization of the patterns of students´ performance.
Keywords :
computer aided instruction; data analysis; data visualisation; e-learning environment; electronic discussion; electronic learning; pattern visualization; posting access; reading access; student outcome; student participation; student performance; visual analysis; Computers; Data mining; Data visualization; Electronic learning; Social network services; Visual analytics; Educational Data Mining; Feedback; Inferring Social Networks; Learning Analytics; Predictive Systems; eLearning;
Conference_Titel :
Advanced Learning Technologies (ICALT), 2013 IEEE 13th International Conference on
Conference_Location :
Beijing
DOI :
10.1109/ICALT.2013.136