scholarly journals Using Learning Analytics to Predict Students Performance in Moodle LMS

Author(s):  
Yaqun Zhang ◽  
Ahmad Ghandour ◽  
Viktor Shestak

Today, it is almost impossible to implement teaching processes without using information and communication technologies (ICT), especially in higher education. Education institutions often use learning management systems (LMS), such as Moodle, Edmodo, Canvas, Schoology, Blackboard Learn, and others. When accessing these systems with their personal account, each student’s activity is recorded in a log file. Moodle system allows not only information sav-ing. The plugins of this LMS provide a fast and accurate analysis of training sta-tistics. Within the study, the capabilities of several Moodle plugins providing the assessment of students' activity and success are reviewed. The research is aimed at discovering possibilities to improve the learning process and reduce the num-ber of underperforming students. The activity logs of 124 participants are ana-lyzed to identify the relations between the number of logs during the e-course and the final grades. In the study, a correlation analysis is performed to determine the impact of students' educational activity in the Moodle system on the final assess-ment. The results reveal that gender affiliation correlates with the overall perfor-mance but does not affect the selection of training materials. Furthermore, it is shown that students who got the highest grades performed at least 210 logs dur-ing the course. It is noted that the prevailing part of students prefers to complete the tasks before the deadline. The study concludes that LMSs can be used to pre-dict students' success and stimulate better results during the study. The findings are proposed to be used in higher education institutions for early detection of stu-dents experiencing difficulties in a course.

Author(s):  
Ela Akgün-Özbek ◽  
Ali Ekrem Özkul

With the phenomenal developments in information and communication technologies, higher education has been facing an unprecedented challenge that affects all the stakeholders. Faculty is no exception. The authors synthesize the demographic, economic, and pedagogical factors that lead to a paradigm shift in higher education and the global trends in digital technologies that impel digital transformation in higher education. They then provide a snapshot of how higher education institutions respond to this challenge and change, and the impact of these factors on the roles and competencies of faculty that need to be covered in faculty development initiatives in the digital age. Finally, examples of faculty development programs and initiatives that address the digital competencies of faculty are provided along with a summary of faculty development models for teaching and learning in the digital age.


2010 ◽  
Vol 7 (1) ◽  
pp. 24-41
Author(s):  
Jennifer Sappey ◽  
◽  
Stephen Relf ◽  

This paper explores the interface between digital technologies and the teaching labour process in Australian higher education. We develop an adaptation of the seminal Clark (1983, 1994, 2001) and Kozma (1991, 1994) debate about whether technology merely delivers educational content unchanged – technology as the ‘delivery truck’ – or whether education is changed as a result of using different technologies – education as ‘groceries’. Our adaptation is an extension of this metaphor to include the academic teacher as the driver of the grocery truck. With the implementation of new educational technologies, the human resource management aspects of job design, motivation, skilling and work identity are often overlooked, with critical debate about the impact on the teaching labour process seldom considered. In this argument, we will unpack the Clark-Kozma dichotomy of the education/technology interface by looking beyond the embedding of Information and Communication Technologies (ICT) in Australian higher education to examine more broadly the changes to the traditional academic role as the creator, developer and delivery agent of the educational groceries. This has been reinforced by the marketisation of the sector and the concomitant reconfiguration of the traditional teaching process. All this has led to changes in the sense of work identity for academics (McShane, 2006). While we embrace ICT as a potential benefit for both students and academic teachers, we seek to ensure that the ‘truck driver’s’ evolving role is acknowledged in scholarly debates and included in models of learning and teaching if long-term sustainable work practices are to be achieved. One such model is offered.


PRIMO ASPECTU ◽  
2020 ◽  
pp. 50-65
Author(s):  
Elena A. GORBASHKO ◽  
Natalia Sh. VATOLKINA

Digital transformation of society and economy led to the rapid spread of information and communication technologies (ICT) in higher education, which became a new driver of development for global education and for the emergence of the phenomena of e-learning and blended learning, introduction of new types of educational resources, and increased diversity of information and communication technologies in higher education, which also led to a rise in the number of publications in this field. The article considers the essence and offers a classification of technical tools of e-learning. The authors conducted a comparative analysis of approaches to the formation of models of quality of electronic services and information technologies, as well as specific models of e-learning quality. This allowed the authors to propose a model of e-learning quality and determine the set of consumer properties of e-learning technology. The reported study was funded by RFBR, project number 20-010-00571 "The Impact of Digital Transformation on Improving the Quality and Innovation of Services".


2018 ◽  
Vol 66 (4) ◽  
pp. 14
Author(s):  
Oksana S. Tovkanets

The article deals with the main strategic aspects of the development of information and communication technologies in the European higher education institutions. The Council of Europe documents on strategy issues have been analyzed. The ways of implementation of information and communication technologies at the national and international levels have been determined which will ensure the competitiveness of the knowledge and competences of prospective specialists who should contribute to innovation in order to successfully enter the European labor market. It has been emphasized that the basis of modern information environment of the University is the provision of all types of support (technical, software, informational, methodological, organizational) that promotes learners’ interaction, implementation of pedagogical technologies and algorithms for managing the educational process, preconditions for innovation and research activities. The strategic trends of ICT implementation in Slovenian universities have been defined: the development and testing of innovative pedagogical approaches, models and strategies of training; creation of ICT open platform, electronic content, services, pedagogical concepts and approaches, models of motivational mechanisms, cloud technologies in educational space, updating of educational network, creation of synergistic and interdisciplinary environment for partnership of all interested parties; ensuring a high level of digital competence and the use of ICTs within the entire education system; promoting the enhancement of the key competencies in general, higher education and adult education: the introduction of e-learning in higher education as a way of achieving the objectives of formal education, expanding e-learning in non-formal education; ensuring the efficiency of the ICT implementation strategy on the basis of regular measurement and evaluation, analysis of indicators of the impact of ICT on education at the national level, and its comparative analysis at the international level, ensuring the implementation of international standards of quality and comparability of ICT indicators in education.


Author(s):  
Alla V. Kozhevnikova ◽  
Natalia V. Merkulova ◽  
Yuliya I. Popeleshko ◽  
Natalia Ye. Rybka

The relevance of the issues regarding information and communication technologies as components of effective training forms for higher education applicants is determined by the need to introduce information and communication applications into the educational process. Accordingly, the purpose of the article is to provide theoretical justification and experimental verification of the impact that information and communication technologies have on improving the higher education quality for applicants. To achieve this purpose, a complex of modern general scientific methods was used: theoretical (analysis, synthesis, generalisation, comparison); empirical (questionnaires, conversations, interviews, observations, expert assessment); statistical research methods that facilitated the study of scientific sources on information and communication technologies. Based on the theoretical and methodological analysis of the studied issue, it is determined that information and communication technology is a means of joint activity for a teacher and a higher education applicant, which is characterised, primarily, by the consistency of actions (algorithmicity), constant and systematic evaluation of educational achievements and the development of educational qualities (diagnostics), the relationship of the main technology elements, namely the purpose, content, forms, methods, means of interaction, and the results (consistency) of participants in the educational process. It was discovered that to present the material more interestingly and motivate applicants for higher education, it is necessary to use innovative teaching forms and methods, one of which is information and communication applications that contribute to enhanced logical thinking, cognitive activity, the creativity of students and the comprehensive personality development of the future pedagogical specialist. It is proved that these applications contribute to the easier assimilation of new educational material, the creative performance of practical tasks, and productive cooperation between teachers and applicants for higher education. The practical value of the research lies in the fact that the results obtained can be used in further studies on the influence of information and communication technologies on the communication of the educational process subjects


2021 ◽  
Vol 10 (1) ◽  
pp. 71
Author(s):  
Mei Yuan Law

Higher education in developing countries is experiencing and embracing changes due to globalization and market development and advancement. In this regard, a review of existing works related to the current status and emerging trends of higher education institutions is useful to provide insight on the current researches. The paper is divided into several sections of the review. A general understanding of the context of higher education, the impact of globalization and higher education in developing countries are highlighted in this review. The paper provides a discussion, and a review of the challenges higher education institutions face in the Malaysian context as a developing country. Literature on the challenges related to student mobility, the academic profession, and information and communication technologies are presented. The fundamental challenges have made it possible to understand the state of higher education and stimulate further research, growth and development for the nation.


2021 ◽  
Vol 17 (23) ◽  
pp. 96
Author(s):  
Silvania Gabriela Herrera Martinez ◽  
William Wilfrido Suáres Ureña ◽  
María Fernanda Núñez López ◽  
Deysi Lucía Damián Tixi ◽  
Jazmin Estela Benites Mero

En este artículo se reflexiona desde el punto de vista conceptual, sobre la influencia que las Tecnologías de la Información y la Comunicación (TIC) y el impacto que éstas han generado en los procesos de enseñanza/aprendizaje. La educación superior en Colombia ha venido transformándose en las recientes décadas, con miras a responder de manera decidida a los requerimientos de una sociedad renovada, que busca contar con profesionales más hábiles, que gestionen eficientemente procesos administrativos y académicos en Instituciones de Educación Superior en estos tiempos de globalización económica. La metodología utilizada en este estudio se enmarca en la revisión documental de investigaciones y publicaciones efectuadas en los últimos diez años. Los resultados apuntan a que las TIC han aportado considerablemente a diferentes aspectos neurálgicos, en el contexto educativo y que las aplicaciones en los procesos pedagógicos son cada vez mayores. This article reflects from the conceptual point of view, on the influence that Information and Communication Technologies (ICT) and the impact they have generated in the teaching / learning processes. Higher education in Colombia has been transforming in recent decades, with a view to responding decisively to the requirements of a renewed society, which seeks to have more skilled professionals, who efficiently manage administrative and academic processes in Higher Education Institutions in these times of economic globalization. The methodology used in this study is part of the documentary review of research and publications carried out in the last ten years. The results suggest that ICTs have contributed considerably to different neuralgic aspects in the educational context and that the applications in pedagogical processes are increasing.


2019 ◽  
Vol 71 (3) ◽  
pp. 295
Author(s):  
Oksana B. Morgulets ◽  
Tetiana M. Derkach

The article highlights the results of the practical application of modern information and communication technologies in the management of institutions of higher education on the example of the Kyiv National University of Technology and Design (KNUTD). The constituents of the quality management system of educational activity are considered. The subsystems of the automated control system of educational activity of the university have been characterised and analysed. The key elements of the information systems use dare the following electronic databases: students and their academic performance; results of employment; students’ satisfaction with educational programs; distribution of the teaching load; teachers’ performance; learning and teaching resources, facilities, equipment and their cost; other indicators of university activity. In addition to the popular application packages, such as “iZETA”, "The System of Financially-Oriented Management of Higher Education Institutions", and "Anti-Plagiarism", the software products developed by KNUTD are described. Namely, the "Schedule" package allows one to form directories focused on the drawing up of class schedules which are accessible to all divisions. The software "Electronic Journal" provides monitoring of learning outcomes and prompt response to the failure of individual students; it serves for the formation of final control mark sheets, the evaluation of academic success rates of university students, etc. The electronic rating system "RTS rating" is used for the evaluation of research and teaching staff activity according to the results of their work in the reported year. The modular environment of the University's educational process, based on the Moodle distance learning platform, is described. It accumulates the teaching and methodological support necessary for conducting educational activities. The results of the research are of practical value since the implementation of the considered software products is capable of improving the quality and effectiveness of the management of educational activities of higher education institutions.


Author(s):  
Gerardo del Cerro Santamaría

Neoliberalism—the prevailing model of capitalist thinking based on the Washington Consensus—has conveyed the idea that a new educational and university model must emerge in order to meet the demands of a global productive system that is radically different from that of just a few decades ago. The overall argument put forward is that the requirements, particularly the managerial and labor force needs of a new economy—already developing within the parameters of globalization and the impact of information and communication technologies (ICTs)—cannot be adequately satisfied under the approaches and methods used by a traditional university. Neoliberalism affects the telos of higher education by redefining the very meaning of higher education. It dislocates education by commodifying its intrinsic value and emphasizing directly transferable skills and competencies. Nonmonetary values are marginalized and, with them, the nonmonetary ethos that is essential in sustaining a healthy democratic society.


Author(s):  
Krum Videnov ◽  
Vanya Stoykova ◽  
Zlatina Kazlacheva

The stormy development of technologies today gives its influence in the field of education. In the high and higher education the technology connected students of the digital generation are ready and wait the information and communication technologies to be included not only in their everyday life but in the process of education too. The article analyzes the Augmented Reality (AR) and its possibilities about development of training materials and its implementation in the higher education. The technological aspects in developing interactive educational content with added reality and different uses of this modern technology are studied. The development of training materials which correspond to the visually kinetic style of learning of students from the digital generation is the main aim of the use of AR in thee higher education. The paper presents specific possibilities for apply of AR in education in the fields of Mechanical and Fashion Engineering in the Faculty of Technics and Technologies.


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