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
  • [21] Interaction in the learning technological ecosystems
    Jose Garcia-Penalvo, Francisco
    EDUCATION IN THE KNOWLEDGE SOCIETY, 2018, 19 (03): : 7 - 13
  • [22] Social learning analytics to describe the learners' interaction in online discussion forum in Moodle
    Adraoui, Meriem
    Retbi, Asmaa
    Idrissi, Mohammed Khalidi
    Bennani, Samir
    2017 16TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY BASED HIGHER EDUCATION AND TRAINING (ITHET), 2017,
  • [23] Improvisation of learning experience using Learning Analytics in eLearning
    Mothukuri, Uday Kumar
    Reddy, B. Viswanath
    Reddy, P. Naveen
    Gutti, Sarada
    Mandula, Kumar
    Parupalli, Ramu
    Murty, Ch. A. S.
    Magesh, E.
    2017 5TH NATIONAL CONFERENCE ON E-LEARNING & E-LEARNING TECHNOLOGIES (ELELTECH), 2017,
  • [24] Learning analytics for educational decision making
    Angel Conde, Miguel
    Hernandez-Garcia, Angel
    COMPUTERS IN HUMAN BEHAVIOR, 2015, 47 : 1 - 3
  • [25] Informing learning design with learning analytics to improve teacher inquiry
    Persico, Donatella
    Pozzi, Francesca
    BRITISH JOURNAL OF EDUCATIONAL TECHNOLOGY, 2015, 46 (02) : 230 - 248
  • [26] Fostering Decision-Making Processes in Health Ecosystems Through Visual Analytics and Machine Learning
    Jose Garcia-Penalvo, Francisco
    Vazquez-Ingelmo, Andrea
    Garcia-Holgado, Alicia
    LEARNING AND COLLABORATION TECHNOLOGIES: NOVEL TECHNOLOGICAL ENVIRONMENTS, LCT 2022, PT II, 2022, 13329 : 262 - 273
  • [27] Towards the combined use of metadata to improve the learning experience
    Memmel, Martin
    Schirru, Rafael
    Wolpers, Martin
    Tomadaki, Eleftheria
    8TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED LEARNING TECHNOLOGIES, PROCEEDINGS, 2008, : 930 - +
  • [28] Advanced machine learning approaches to personalise learning: learning analytics and decision making
    Kurilovas, Eugenijus
    BEHAVIOUR & INFORMATION TECHNOLOGY, 2019, 38 (04) : 410 - 421
  • [29] ENHANCING LEARNING THROUGH DISCUSSION FORUMS AND BLOGS: PERSONALIZED LEARNING & SELF-REFLECTION
    Arabi, Elham
    6TH INTERNATIONAL CONFERENCE OF EDUCATION, RESEARCH AND INNOVATION (ICERI 2013), 2013, : 5454 - 5459
  • [30] The use of Forums and collaborative learning: A study case
    Goulao, Maria de Fatima
    4TH WORLD CONFERENCE ON EDUCATIONAL SCIENCES (WCES-2012), 2012, 46 : 672 - 677