scholarly journals Learning Analytics in a Virtual Learning Environment: the challenge of mapping socio-affective scenarios

2020 ◽  
Vol 8 (6) ◽  
pp. 190-204
Author(s):  
Jacqueline Mayumi Akazaki ◽  
Leticia Rocha Machado ◽  
Ketia Kellen Araújo da Silva ◽  
Patricia Alejandra Behar
Keyword(s):  
Social Interactions ◽  
Undergraduate Students ◽  
Social Relations ◽  
Learning Analytics ◽  
Teaching And Learning ◽  
Virtual Learning ◽  
Virtual Learning Environment ◽  
Pedagogical Strategies ◽  
The Social ◽  
Visualization Of Data

Virtual courses are increasingly being offered in Brazil, making it imperative to develop technological resources and research to help in the teaching and learning processes in this modality. One approach is to analyze student's socio-affective profile in Virtual Learning Environments (VLE). The co-operative learning network (ROODA) VLE has two features called the Social Map (SM) and Affective Map (AM), which can both contribute to the visualization of data regarding social interaction indicators and students' moods in the environment. The SM presents the social relations formed through indicators, which are the absence; collaboration; the distance from the class; evasion; informal groups and popularity, enabling the identification of the participating subjects in the form of sociograms. The AM identifies students' moods graphically through indicators, which are excitement, discouragement, satisfaction, and dissatisfaction. Thus, this article aims to map the possible recurrent socio-affective scenarios in a VLE using Learning Analytics (LA). LA is defined as measurement, collection, analysis, and reporting of data about students and their contexts to understand as well as optimize learning and the environments in which it occurs. It can also contribute to the understanding of student's learning profile, based on social and affective aspects, thus allowing the teacher to develop pedagogical strategies consistent with the needs of each subject. The importance of integrating the possible social and affective scenarios was verified using LA, making it possible to deepen the comprehension of the subjective and qualitative questions regarding the students' interactions in the VLE. In this study, the scenarios are understood as the intersection between the Affective Map and Social Map indicators identified in a VLE. It has both a qualitative and quantitative approach. The choice is qualitatively justified because the research object involves social and affective phenomena that were subjectively expressed in texts and social interactions manifested in the ROODA VLE. It is quantitatively justified by the need to measure the mapping of socio-affective indicators through social parameters and moods applying LA. The subjects were undergraduate students who participated in distance learning courses at a Brazilian public university that used the ROODA VLE in the second semester of 2019. Data were collected from social and affective maps to identify if there was a relationship between them. As a result, based on the existing indicators of social interactions and moods, the socio-affective indicators were created using LA in order to analyze the students’ behavior in relation to the forms of interaction and communication that occur in the ROODA VLE.

scholarly journals Performance indicators in higher education with learning analytics

2017 ◽  
Vol 3 (2) ◽  
pp. 12
Author(s):  
Carlos Morais ◽  
Paulo Alexandre Alves ◽  
Luisa Miranda
Keyword(s):  
Virtual Environment ◽  
Learning Process ◽  
Learning Analytics ◽  
Teaching And Learning ◽  
Virtual Learning ◽  
Virtual Learning Environment ◽  
Negative Consequences ◽  
Access Frequency ◽  
The Mean ◽  
Academic Information

The regular use of virtual learning environments by educational institutions and the availability of large quantities of data regarding the teaching and learning process both challenge teachers, institutions and researchers to explore such data within the perspective of learning analytics in order to obtain indicators which might contribute to the improvement of the teaching and learning process. Consequently, such improvement may lead to students’ better learning outcomes as well as a better relationship with the institution they attend. Taking into account that student retention and dropout from degree courses before their completion have highly negative consequences for a high number of students, the aim of this research is to look into indicators associated with such problems through a mixed methodology, both qualitative and quantitative, and through procedures of analysis and research of data from databases containing academic information provided by a sample of 1,588 undergraduates. The focus of the study lies upon the relation and analysis of the following variables: students’ frequency of access per course unit to the virtual environment of the institution they attend; quantity of course units passed; and mean of the marks obtained in the course units passed. Among the results obtained, we highlight the existence of a positive degree of association with moderate correlation between the variables frequency of access per course unit to the virtual environment and the mean of the number of course units passed. Following the division of the sample into four different groups, each group corresponding to one quartile, resulting from the data regarding the frequency of accesses per course unit to the institution’s virtual environment, significant differences were found concerning the mean of the course units passed between the groups showing a higher frequency of access to the virtual learning environment and those with a lower access frequency, to the advantage of the groups showing a higher frequency of access to the virtual environment. Therefore, considering the way the groups were constituted, there is proof that the higher the frequency of access to the virtual environment is, the higher the probability of students succeeding in the course units they attend will be.

Teacher Practices in Using Learning Analytics to Enhance Learning in Blended Online Studies

2020 ◽  
pp. 99-108
Author(s):  
Airina Volungevičienė ◽  
Josep M. ◽  
Justina Naujokaitienė ◽  
Giedre Tamoliune ◽  
Rasa Greenspon
Keyword(s):  
Learning Analytics ◽  
Teaching And Learning ◽  
Online Courses ◽  
Teacher Practices ◽  
Learning Experience ◽  
Virtual Learning ◽  
Virtual Learning Environment ◽  
Technology Enhanced Learning ◽  
Learning Success

While higher education institutions (HEIs) are exploring innovative ways to enhance and facilitate learning experience of students and so to improve the overall quality of studies, technology enhanced learning (TEL, henceforth) becomes inevitable. Having explored the possibilities and benefits of TEL, HEIs encourage teachers to develop blended online courses in virtual learning environments, to use new tools and solutions available for student learning monitoring and enhancement and to research how these practices are successful and what are the factors that make impact to teaching and learning success. This paper aims to identify teacher practices how the use of learning analytics in virtual learning environment may enhance learners’ engagement in blended online studies in HE.

scholarly journals Affective and social aspects in Distance Education: the interdisciplinarity in focus

2019 ◽  
Vol 7 (6) ◽  
pp. 18-28
Author(s):  
Carla Adriana Barvinski ◽  
Gislaine Rossetti Madureira Ferreira ◽  
Leticia Rocha Machado ◽  
Magali Terezinha Longhi ◽  
Patricia Alejandra Behar
Keyword(s):  
Distance Education ◽  
Undergraduate Students ◽  
Public University ◽  
Virtual Learning Environment ◽  
Pedagogical Practices ◽  
Social Aspects ◽  
Pedagogical Strategies ◽  
The Social ◽  
The Subject ◽  
South Of Brazil

This article presents an analysis of the possible contributions of the affective and social aspects to the development of pedagogical practices in the modality of Distance Education. The interactions of students in a Virtual Learning Environment (VLE) were observed and identified based on the use of specific instruments of affective and social analysis. The aim is to assist the teacher in the development of his pedagogical practices carried out through an VLE. The methodology used was the qualitative developed in a discipline at a public university in the south of Brazil in 2018. Twelve undergraduate students from different undergraduate courses participated in the study. The data were extracted from the Social Map and Affective Map tools available in ROODA VLE, used in the discipline. These tools enable a mapping of the student's affective and social profile, from the productions and interactions of the students in the VLE. The results point to the relevance of the support that the information provided by the maps can provide to the teacher. In this sense, they contribute to the decision of pedagogical practices, since they can corroborate the strategies adopted by the teacher or they can base the (re)orientation of the proposed activities in order to meet the affective and social demands of each student. The data obtained provided, in addition to a more in-depth discussion on the subject, the development of new resources as a system of recommendation of pedagogical strategies based on the social and affective aspects of the student.

scholarly journals Three Strategies for Describing Social Interactions of Adolescents in a Multicultural Environment—Indicators for the Quality of Life Research

2021 ◽  
Vol 18 (15) ◽  
pp. 8166
Author(s):  
Alicja Szerląg ◽  
Arkadiusz Urbanek ◽  
Kamila Gandecka
Keyword(s):  
Quality Of Life ◽  
Social Interactions ◽  
Social Relationships ◽  
Social Relations ◽  
Living Environment ◽  
Life Assessment ◽  
Multicultural Environment ◽  
Multicultural Community ◽  
The Social

Background: The analysis has involved social interactions in a multicultural environment. The social context has been defined by the Vilnius region (Lithuania), where national, religious, and cultural differences exist across generations (multicultural community). The space of “social relationships”, as one of the modules of the WHO quality of life assessment, has been studied. An innovation of the research has been related to the analysis of the phenomenon of community of nationalities and cultures as a predictor of quality of life (QoL). The social motive of the research has been the historical continuity (for centuries) of the construction of the Vilnius cultural borderland. Here, the local community evolves from a group of many cultures to an intercultural community. Interpreting the data, therefore, requires a long perspective (a few generations) to understand the quality of relationships. We see social interactions and strategies for building them as a potential for social QoL in multicultural environments. Methods: The research has been conducted on a sample of 374 respondents, including Poles (172), Lithuanians (133), and Russians (69). A diagnostic poll has been used. The respondents were adolescents (15–16 years). The research answers the question: What variables form the interaction strategies of adolescents in a multicultural environment? The findings relate to interpreting the social interactions of adolescents within the boundaries of their living environment. The description of the social relations of adolescents provides an opportunity to implement the findings for further research on QoL. Results: An innovative outcome of the research is the analysis of 3 interaction strategies (attachment to national identification, intercultural dialogue, and multicultural community building) as a background for interpreting QoL in a multicultural environment. Their understanding is a useful knowledge for QoL researchers. The data analysis has taken into account cultural and generational (historical) sensitivities. Therefore, the team studying the data has consisted of researchers and residents of the Vilnius region. We used the interaction strategies of adolescents to describe the category of “social relationships” in nationally and culturally diverse settings.

scholarly journals Dinamika Kepentingan dan Interaksi Sosial Pedesaan: Studi Implikasi Alih Fungsi Lahan

2016 ◽  
Vol 3 (2) ◽  
pp. 64
Author(s):  
Dhina Yuliana ◽  
Faris Rahmadian ◽  
Nana Kristiawan ◽  
Selvy Anggriani Syarif
Keyword(s):  
Land Use ◽  
Rural Communities ◽  
Social Interactions ◽  
Social Relations ◽  
Land Use Changes ◽  
Land Conversion ◽  
The West ◽  
The Social ◽  
Relationship Of ◽  
Housing Estates

Land-use changes or land conversion issues not only poses a threat of ecological or environmental, but also trigger a variety of dynamics and complexity of social relations in it. West Cilebut Villages has been the target of investors and developers of housing since the 1990s, and now the West Cilebut Villages has changed from an area full of green “romantic” village, into the region filled with concrete. Therefore, this study was conducted to answer fundamental issues related to the issue of land conversion in the West Cilebut Village, first is to see the map and interests between actors in relation to land conversion in the West Cilebut Village, and second to know the social interactions dynamics that occur in West Cilebut community, following the land conversion from the farm into housing estates. The results showed that there are three main actors in relation to issues of land use change in West Cilebut Village: (1) The Housing Developer; (2) Village Apparatus / Government; (3) Society; where the three actors have a role and importance of different orientations. Meanwhile, social interaction between housing and rural communities basically shows a relationship of mutual need. Construction of housing community that luxurious and exclusive slowly turns into inclusive and reflect a resiprocity of the two communities. 

scholarly journals Avaliação de um Ambiente Virtual de Aprendizagem de Imunologia

EAD em FOCO ◽  
2016 ◽  
Vol 6 (2) ◽  
Author(s):  
Adriano Theodoro ◽  
Gerlinde Agate Platais Brasil Teixeira ◽  
Claudia Marcia Borges Barreto
Keyword(s):  
Learning Environment ◽  
Undergraduate Students ◽  
Learning Experience ◽  
Virtual Learning ◽  
Virtual Learning Environment ◽  
Ease Of Use ◽  
Classroom Teaching ◽  
First Year ◽  
Face To Face ◽  
Teaching Concept

Descrevemos o processo de criação colaborativa de um ambiente virtual de aprendizagem (AVA) de acordo com os princípios das metodologias ativas de ensino e a sua avaliação. O ambiente virtual foi usado no apoio ao ensino presencial. Participaram dessa experiência híbrida de aprendizagem estudantes da disciplina Imunobiologia, oferecida no primeiro ano de um curso tradicional de graduação em Medicina. Ao término da disciplina, foi aplicado um questionário para avaliar a facilidade de uso e a percepção dos estudantes sobre a qualidade do aprendizado adquirido. A maioria dos estudantes que avaliaram a intervenção pedagógica afirmou que o ambiente foi fácil de usar, atendeu às expectativas de apoio ao ensino presencial e as atividades didáticas foram importantes para o aprendizado de habilidades como reflexão, pesquisa e discussão. Portanto, o ambiente virtual desenvolvido foi bem-sucedido e bem-aceito pelos estudantes.Palavras-chave: Educação a distância, Moodle; Ensino de Imunologia, Mapa conceitual.? Evaluation of a Virtual Learning Environment of ImmunologyAbstractWe herein describe the process of collaborative creation and evaluation of a Virtual Learning Environment of Immunology according to the principles of active learning. The Web-based platform was used in support of face to face classroom teaching. First year Medicine undergraduate students attending Immunobiology? course participated in this blended learning experience. At the end of the course, a questionnaire was applied to evaluate the ease of use and the students' perception of the quality of the acquired learning. Most students assessed the educational intervention said that the environment was easy to use, supports the classroom teaching and the educational activities were important for learning skills such as reflection, research and discussion. Therefore, the developed virtual environment was successful and well accepted by the students. Keywords: Distance learning, Moodle, Immunology teaching, Concept map.

The Application of Virtual Learning Environment (VLE) in Malaysian Schools

2021 ◽  
pp. 67-89
Author(s):  
Hafizoah Kassim ◽  
Wan Rosmini Hassan
Keyword(s):  
Learning Environment ◽  
Teaching And Learning ◽  
Industrial Revolution ◽  
Virtual Learning ◽  
Virtual Learning Environment ◽  
Global Changes ◽  
Ministry Of Education ◽  
Change Initiatives ◽  
Learning Practices ◽  
Teachers And Students

This chapter reports the application and utilization of virtual learning environment (VLE) in schools, specifically focused on Malaysian schools. The VLE utilization is an initiative by the Ministry of Education (MOE) Malaysia in its vision to embrace the global changes and advancement of technology. With the advancement of the Fourth Industrial Revolution (IR 4.0), this topic is especially important to address. This chapter discusses the provisions of technology-based facilities and tools in schools as part of the change initiatives by MOE Malaysia, and the accompanied teaching and learning practices and trainings affecting the teachers and students. These efforts are exemplified through specific programs which have been implemented namely e-Portfolio in the Genosis Program and Google Classroom, and by linking such endeavors to the Malaysia Education Blueprint. These initiatives are always challenging especially when it involves the utilization of the exponentially advancing technologies. This chapter also highlights the pursuing impacts and challenges of the initiatives on teachers, students, selected schools, and their receptions to change.

Cloud Computing Enabled Virtual Learning Environment

2013 ◽  
Vol 4 (3) ◽  
pp. 52-65
Author(s):  
Rabindra Ku Jena
Keyword(s):  
Cloud Computing ◽  
Learning Environment ◽  
Teaching And Learning ◽  
Cost Effective ◽  
Virtual Learning ◽  
Virtual Learning Environment ◽  
Technological Advancement ◽  
Learning And Teaching ◽  
Information And Communication ◽  
E Learning

Recent advances in Information and Communication Technology (ICT) provide an opportunity to build a self growing and sharing virtual environment for teaching and learning. Cloud computing is one of the latest technological advancement in ICT domain. Cloud computing technologies have changed the way applications are developed and accessed. A Virtual Learning Environment (VLE) is a system for delivering learning materials to students via the web. Cloud computing is provides one of the most emerging cost effective solution for virtual learning and teaching environment. This paper discusses how cloud computing has been contributing to virtual learning environment and an overview of the current state of the structure of Cloud Computing based e-learning is discussed. The readers will also find a brief overview of cloud computing and the different efficient cloud based virtual learning models. Towards the end different offers from different cloud vendors are discussed.

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