Web Analytics to develop a Learning Analytics environment and its relationship with academic performance in virtual courses

 

Tallennettuna:
Bibliografiset tiedot
Tekijät: Miñan-Olivos, Guillermo Segundo, Christian Abraham Dios-Castillo, Christian Abraham, Cardoza-Sernaqué, Manuel Antonio Cardoza-Sernaqué, Pulido-Joo, Luis Alexander Pulido-Joo
Aineistotyyppi: artículo original
Tila:Versión publicada
Julkaisupäivä:2021
Kuvaus:The object of this research was to demonstrate how relevant information can be extracted from Web Analytics to develop a Learning Analytics environment in virtual courses and implement metrics correlated to academic performance. In this sense, the methodology presented a non-experimental research design, with a correlational descriptive scope and a longitudinal data collection. The population was made up of first-cycle students from an asynchronous academic research course and the sample was represented by 59 students. The information collected included data generated by each student in three aspects: visits to pages within the course, participation in course activities (forums, assignments, questionnaires, etc.) and grades. The results showed the following average behavior of the students: 3809 visits per week, 563 visits per day, 143 participations per week and 21 participations per day. When relating the web metrics to academic performance (grades), the following values were obtained, corresponding to Spearman’s Rho: 0.628 (p <0.00) between visits and grades and 0.638 (p <0.00) between participations and grades. Finally, it could be concluded that metrics based on Web Analytics are a primary source to start the development of an environment associated with Learning Analytics. Likewise, a directly proportional relationship of web metrics with academic performance was shown.
Maa:Portal de Revistas UNED
Organisaatio:Universidad Estatal a Distancia
Repositorio:Portal de Revistas UNED
Kieli:Español
OAI Identifier:oai:revistas.investiga.uned.ac.cr:article/3615
Linkit:https://revistas.uned.ac.cr/index.php/innovaciones/article/view/3615
Sanahaku:distance education
online learning
student assessment
student behavior
web analytics
learning analytics
educación a distancia
aprendizaje en línea
evaluación del estudiante
comportamiento del alumno
analítica web
analítica de aprendizaje
Educação à distância
aprendizagem on-line
avaliação dos estudantes
comportamento do aluno
analítica de aprendizagem