An Experience Making Use of Learning Analytics Techniques in Discussion Forums to Improve the Interaction in Learning Ecosystems

被引:3
|
作者
Oliva Cordova, Luis Magdiel [1 ]
Amado-Salvatierra, Hector R. [2 ]
Villalba Condori, Klinge Orlando [3 ]
机构
[1] Univ San Carlos, Guatemala City, Guatemala
[2] Univ Galileo, Guatemala City, Guatemala
[3] Univ Nacl San Agustin Peru, Arequipa, Peru
关键词
Interaction analysis; Engagement; Learning ecosystem;
D O I
10.1007/978-3-030-21814-0_6
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The study discussed in this paper had two principal objectives. The first objective was to stimulate engagement of participants in a virtual learning environment through the invitation to write an application essay on their motivation to be part of the learning experience. This first experience presented a positive reaction in terms of participation in a Massive Open Online Course (MOOCs). The second objective within a subset of the participants in the study was to evaluate the importance of using visual learning analytics to improve and enhance interaction in learning ecosystems, where the participant plays a main role and a visual aid could provide to the teachers different mental models and early alerts related to change of patterns or really low participation. For this, the work presents an analysis of the interaction developed between students and tutors in several types of forums implemented in a virtual course: presentation, doubts, debate, reflection, analysis. Finally, authors performed a comparative study using data and results gathered over two editions in an A/B testing configuration. The results in this study provide evidence that despite the inherent openness behind MOOCs, participants should be encouraged to have a commitment to finish the courses and the standalone discussion forums will not be the only element to consider. In fact the Social Network Analysis will play an important role in a learning ecosystem.
引用
收藏
页码:64 / 76
页数:13
相关论文
共 50 条
  • [41] Exploring Constructive Learning Activity in Online Programming Discussion Forums
    Hsiao, I-Han
    15TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED LEARNING TECHNOLOGIES (ICALT 2015), 2015, : 223 - 227
  • [42] Online Learning Environment: Taxonomy of Asynchronous Online Discussion Forums
    Abawajy, Jemal
    Kim, Tai-hoon
    SOFTWARE ENGINEERING, BUSINESS CONTINUITY, AND EDUCATION, 2011, 257 : 706 - +
  • [43] Visualizing the learning patterns of topic-based social interaction in online discussion forums: an exploratory study
    Gary K. W. Wong
    Yiu Keung Li
    Xiaoyan Lai
    Educational Technology Research and Development, 2021, 69 : 2813 - 2843
  • [44] Investigating Ecosystems as a Blended Learning Experience
    Pedaste, Margus
    de Jong, Ton
    Sarapuu, Tago
    Piksoeoet, Jaanika
    van Joolingen, Wouter R.
    Giemza, Adam
    SCIENCE, 2013, 340 (6140) : 1537 - 1538
  • [45] Visualizing the learning patterns of topic-based social interaction in online discussion forums: an exploratory study
    Wong, Gary K. W.
    Li, Yiu Keung
    Lai, Xiaoyan
    ETR&D-EDUCATIONAL TECHNOLOGY RESEARCH AND DEVELOPMENT, 2021, 69 (05): : 2813 - 2843
  • [46] Designing an Online Discussion Strategy with Learning Analytics Feedback on the Level of Cognitive Presence and Student Interaction in an Online Learning Community
    Alwafi, Enas Mohammad
    ONLINE LEARNING, 2022, 26 (01): : 80 - 92
  • [47] Using Learning Analytics to improve teamwork assessment
    Fidalgo-Blanco, Angel
    Luisa Sein-Echaluce, Maria
    Garcia-Penalvo, Francisco J.
    Angel Conde, Miguel
    COMPUTERS IN HUMAN BEHAVIOR, 2015, 47 : 149 - 156
  • [48] Application of Learning Analytics to Improve Higher Education
    Llopis-Albert, Carlos
    Rubio, Francisco
    MULTIDISCIPLINARY JOURNAL FOR EDUCATION SOCIAL AND TECHNOLOGICAL SCIENCES, 2021, 8 (02): : 1 - 18
  • [49] LEARNING ANALYTICS TO IMPROVE FORMATIVE ASSESSMENT STRATEGIES
    Barana, Alice
    Conte, Alberto
    Fissore, Cecilia
    Marchisio, Marina
    Rabellino, Sergio
    JOURNAL OF E-LEARNING AND KNOWLEDGE SOCIETY, 2019, 15 (03): : 75 - 88
  • [50] COMPARATIVE ANALYSIS OF LEARNING ANALYTICS TOOLS TO IMPROVE LEARNING USED IN DIFFERENT LEARNING PLATFORMS
    Mamcenko, Jelena
    12TH INTERNATIONAL TECHNOLOGY, EDUCATION AND DEVELOPMENT CONFERENCE (INTED), 2018, : 4666 - 4673