Learning Analytics as a Strategy to Improve Education in Virtual Environments

被引:0
|
作者
Umana, Lucia Isabel Lopez [1 ]
机构
[1] Univ Tecn Nacl, Alajuela, Costa Rica
来源
REVISTA EDUCACION | 2023年 / 47卷 / 02期
关键词
Learning Analytics; Higher education; Data Analysis; Mediation; TECHNOLOGY;
D O I
10.15517/revedu.v47i2.53945
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
Digital technologies and virtual learning environments (VLEs) play a fundamental role in education. Through learning analytics (LA), data generated in VLEs can be collected and analyzed to enhance the learning process. However, the use of these environments' information must be optimized. Therefore, this essay aims to examine how the analysis of this data can enhance the teaching-learning process and improve academic outcomes. The investigator presents research and examples illustrating the implementation of LA in various educational contexts, including its application in Latin America encompassing Costa Rica. Furthermore, the paper is based on a documentary analysis that utilizes search criteria and material selection to support the arguments pres ented. Relevant publications on LA in higher education, data analysis in VLEs, and personalized learning through LA have been considered. Additionally, the author employed search engines and databases such as Google Scholar, EBSCO, and SCOPUS, among others, using keywords like learning analytics, online education, educational technology, and learning assessment. LA arises from the use of information and communication technologies (ICT) in the educational context. Data analysis facilitates the improvement of the teaching and learning process by providing meaningful and timely feedback to both students and teachers. Research in the field of LA predominantly originates from European countries, South Korea, China, and North America. In terms of Latin America, this field is growing while Colombia, Brazil, and Ecuador stand out as the main producers in the region. However, in Costa Rica, LA is still developing, and there are few publications on the topic. In conclusion, despite its incipient growth in the region, including Costa Rica, the implementation of LA has the potential to strengthen the teaching and learning process.
引用
收藏
页数:19
相关论文
共 50 条
  • [1] Learning Analytics to improve teaching and monitoring through virtual environments
    Sabulsky, Gabriela
    [J]. REVISTA IBEROAMERICANA DE EDUCACION, 2019, 80 (01): : 13 - 30
  • [2] STRATEGY TO IMPROVE THE DEVELOPMENT OF COGNITIVE INTERACTIVITY IN VIRTUAL LEARNING ENVIRONMENTS
    Encarnacion Encarnacion, Emma Kareline
    Leganoa Ferra, Maria de Los Angeles
    [J]. PIXEL-BIT- REVISTA DE MEDIOS Y EDUCACION, 2013, (42): : 129 - 142
  • [3] Using virtual environments as a strategy to improve the efficiency of the learning process
    Barretto, SFA
    Piazzalunga, R
    Lopes, NC
    Takahashi, JT
    [J]. 7TH UICEE ANNUAL CONFERENCE ON ENGINEERING EDUCATION, CONFERENCE PROCEEDINGS: EDUCATION FOR THE GLOBAL COMMUNITY, 2004, : 89 - 92
  • [4] Personalized learning environments: a pedagogical and technological strategy for virtual education
    Molina-Vasquez, Ruth
    [J]. VIII CONGRESO DE INNOVACION EDUCATIVA Y DOCENCIA EN RED, IN-RED 2022, 2022, : 1276 - 1290
  • [5] On Using Learning Analytics to Personalise Learning in Virtual Learning Environments
    Mamcenko, Jelena
    Kurilovas, Eugenijus
    [J]. PROCEEDINGS OF THE 16TH EUROPEAN CONFERENCE ON E-LEARNING (ECEL 2017), 2017, : 353 - 361
  • [6] LEARNING PERSONALISATION IN VIRTUAL LEARNING ENVIRONMENTS APPLYING LEARNING ANALYTICS
    Kurilovas, Eugenijus
    Mamcenko, Jelena
    Krikun, Irina
    [J]. 9TH INTERNATIONAL CONFERENCE ON EDUCATION AND NEW LEARNING TECHNOLOGIES (EDULEARN17), 2017, : 10180 - 10188
  • [7] Application of Learning Analytics to Improve Higher Education
    Llopis-Albert, Carlos
    Rubio, Francisco
    [J]. MULTIDISCIPLINARY JOURNAL FOR EDUCATION SOCIAL AND TECHNOLOGICAL SCIENCES, 2021, 8 (02): : 1 - 18
  • [8] Teacher actions in Virtual Learning Environments provided by Learning Analytics tools
    Dias Junior, Mauricio Vieira
    Leopoldo Mercado, Luis Paulo
    [J]. REVISTA IBEROAMERICANA DE EDUCACION, 2019, 80 (01): : 117 - 137
  • [9] Design of Virtual Learning Environments Learning Analytics and Identification of Affordances and Barriers
    Qvist, Pekka
    Kangasniemi, Tuomas
    Palomaki, Sonja
    Seppanen, Jenni
    Joensuu, Pekka
    Natri, Olli
    Narhi, Marko
    Palomaki, Eero
    Tiitu, Hannu
    Nordstrom, Katrina
    [J]. INTERNATIONAL JOURNAL OF ENGINEERING PEDAGOGY, 2015, 5 (04): : 64 - 75
  • [10] The Effectiveness of Virtual Learning Environments for Education
    Khojah, Mohammed
    Alnsour, Yazan
    [J]. AMCIS 2016 PROCEEDINGS, 2016,