RT info:eu-repo/semantics/article T1 Improve teaching with modalities and collaborative groups in an LMS: an analysis of monitoring using visualisation techniques A1 Sáiz Manzanares, María Consuelo A1 Marticorena Sánchez, Raúl A1 Rodríguez Diez, Juan José A1 Rodríguez Arribas, Sandra A1 Diez Pastor, José Francisco A1 Ji, Yi Peng K1 Online project-based learning K1 Visualisation techniques K1 Machine learning techniques K1 Monitoring students K1 Self-regulated learning K1 Heat map K1 Enseñanza superior K1 Education, Higher K1 Informática K1 Computer science K1 Psicología K1 Psychology AB Monitoring students in Learning Management Systems (LMS) throughout the teaching–learning process has been shown to be a very effective technique for detectingstudents at risk. Likewise, the teaching style in the LMS conditions, the type of studentbehaviours on the platform and the learning outcomes. The main objective ofthis study was to test the effectiveness of three teaching modalities (all using OnlineProject-based Learning -OPBL- and Flipped Classroom experiences and differingin the use of virtual laboratories and Intelligent Personal Assistant -IPA-) on Moodlebehaviour and student performance taking into account the covariate "collaborativegroup". Both quantitative and qualitative research methods were used. Withregard to the quantitative analysis, differences were found in student behaviour inMoodle and in learning outcomes, with respect to teaching modalities that includedvirtual laboratories. Similarly, the qualitative study also analysed the behaviour patternsfound in each collaborative group in the three teaching modalities studied. Theresults indicate that the collaborative group homogenises the learning outcomes, butnot the behaviour pattern of each member. Future research will address the analysisof collaborative behaviour in LMSs according to different variables (motivation andmetacognitive strategies in students, number of members, interactions between studentsand teacher in the LMS, etc.). PB Springer SN 1042-1726 YR 2021 FD 2021-12 LK http://hdl.handle.net/10259/6154 UL http://hdl.handle.net/10259/6154 LA eng NO This study is part of the project funded by the Consejería de Educación de la Junta de Castilla y León to the recognised research group DATAHES Grant Number BU032G19. DS Repositorio Institucional de la Universidad de Burgos RD 20-abr-2024