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1 – 10 of 673Qingyuan Wu, Changchen Zhan, Fu Lee Wang, Siyang Wang and Zeping Tang
The quick growth of web-based and mobile e-learning applications such as massive open online courses have created a large volume of online learning resources. Confronting such a…
Abstract
Purpose
The quick growth of web-based and mobile e-learning applications such as massive open online courses have created a large volume of online learning resources. Confronting such a large amount of learning data, it is important to develop effective clustering approaches for user group modeling and intelligent tutoring. The paper aims to discuss these issues.
Design/methodology/approach
In this paper, a minimum spanning tree based approach is proposed for clustering of online learning resources. The novel clustering approach has two main stages, namely, elimination stage and construction stage. During the elimination stage, the Euclidean distance is adopted as a metrics formula to measure density of learning resources. Resources with quite low densities are identified as outliers and therefore removed. During the construction stage, a minimum spanning tree is built by initializing the centroids according to the degree of freedom of the resources. Online learning resources are subsequently partitioned into clusters by exploiting the structure of minimum spanning tree.
Findings
Conventional clustering algorithms have a number of shortcomings such that they cannot handle online learning resources effectively. On the one hand, extant partitional clustering methods use a randomly assigned centroid for each cluster, which usually cause the problem of ineffective clustering results. On the other hand, classical density-based clustering methods are very computationally expensive and time-consuming. Experimental results indicate that the algorithm proposed outperforms the traditional clustering algorithms for online learning resources.
Originality/value
The effectiveness of the proposed algorithms has been validated by using several data sets. Moreover, the proposed clustering algorithm has great potential in e-learning applications. It has been demonstrated how the novel technique can be integrated in various e-learning systems. For example, the clustering technique can classify learners into groups so that homogeneous grouping can improve the effectiveness of learning. Moreover, clustering of online learning resources is valuable to decision making in terms of tutorial strategies and instructional design for intelligent tutoring. Lastly, a number of directions for future research have been identified in the study.
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The quality of interaction between learners and online content is one of the imperative factors in determining the efficacy of web-based teaching-learning towards the creation and…
Abstract
The quality of interaction between learners and online content is one of the imperative factors in determining the efficacy of web-based teaching-learning towards the creation and maintenance of sustainable learning communities. Interaction with content is an internal dialogue of reflective thought that occurs between learner and the substance. Interaction is often triggered and supported by events in the learning environment – focusing on how the learner interacts with what is to be learned.
This paper looks at the difference in learners' interaction on the online Learning Management System (LMS) of undergraduate and postgraduate courses. Based on a framework developed for investigating learners' interaction with online content in Wawasan Open University, data from the LMS log and activity database was extracted. The data is then analyzed based on the pattern and behavior of learners' interaction with the online content of the courses. Further analysis is done by transcribing the discussions and exchanges of teacher and learners within the online forums, specifically investigating the dimension, depth and category of exchanges that occurred. Based on the findings, several recommendations are made to enhance the design and delivery of web-based content, aiming at maximizing the efficacy of the online learning environment of undergraduate and postgraduate courses in open distance learning (ODL).
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Silvia Massa, Maria Carmela Annosi, Lucia Marchegiani and Antonio Messeni Petruzzelli
This study aims to focus on a key unanswered question about how digitalization and the knowledge processes it enables affect firms’ strategies in the international arena.
Abstract
Purpose
This study aims to focus on a key unanswered question about how digitalization and the knowledge processes it enables affect firms’ strategies in the international arena.
Design/methodology/approach
The authors conduct a systematic literature review of relevant theoretical and empirical studies covering over 20 years of research (from 2000 to 2023) and including 73 journal papers.
Findings
This review allows us to highlight a relationship between firms’ international strategies and the knowledge processes enabled by applying digital technologies. Specifically, the authors discuss the characteristics of patterns of knowledge flows and knowledge processes (their origin, the type of knowledge they carry on and their directionality) as determinants for the emergence of diverse international strategies embraced by single firms or by populations of firms within ecosystems, networks, global value chains or alliances.
Originality/value
Despite digital technologies constituting important antecedents and critical factors for the internationalization process, and international businesses in general, and operating cross borders implies the enactment of highly knowledge-intensive processes, current literature still fails to provide a holistic picture of how firms strategically use what they know and seek out what they do not know in the international environment, using the affordances of digital technologies.
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Osman Imoro and Nampombe Saurombe
Ghanaian public universities have fully embraced the concept of open access. This is evident in the increasing numbers of institutional repositories (IRs) by universities in…
Abstract
Purpose
Ghanaian public universities have fully embraced the concept of open access. This is evident in the increasing numbers of institutional repositories (IRs) by universities in Ghana. However, to ensure the sustainability of these IRs, it is vital the current IR infrastructure is capable of responding to current and future demands. The purpose of this study is to investigate the sustainability of the current IR infrastructure of public universities in Ghana.
Design/methodology/approach
The convergent parallel mixed methods design was adopted. A total of 830 respondents comprising IR managers, library staff (digitisation and e-resources units), postgraduate students, lecturers and university librarians from five public universities in Ghana were sampled for this study. A questionnaire and a semi-structured interview guide were the main instruments used for data collection.
Findings
The findings of this study revealed that the IR infrastructure of public universities in Ghana is robust and has the capacity to expand when the need arises. However, funding, cost of internet connectivity, personnel and erratic power supply were identified as major challenges confronting IRs in Ghana.
Originality/value
This study highlighted Ghana's existing IR infrastructure situation. This study is a significant contribution to the literature from West Africa because there is not much research on IR infrastructure from this part of the world.
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The purpose of this paper is to reuse learning resources from course module and forum discussion in ODL settings and structure it with ontological representation.
Abstract
Purpose
The purpose of this paper is to reuse learning resources from course module and forum discussion in ODL settings and structure it with ontological representation.
Design/methodology/approach
Thus, an ontology is designed by extending simple knowledge organization system specification to structure the learning resources. Furthermore, a semantic forum system is proposed as a front end mechanism to represent the ontological structure designed for the learner to easily access, search and navigate the relevant knowledge of interest. In addition, this study evaluates the effectiveness of the proposed system along with three variables, namely, learners’ perceptions, system design perceptions and system content perceptions. Accordingly, a close-ended online survey was developed and administered to 74 online learners.
Findings
The findings demonstrate positive perceptions of the proposed system which is based on ontological representation as an effective learning system that is able to enhance the understanding of courses taught.
Originality/value
This paper presents an ontological structure approach to add meaning to the learning resources, indexed in such a way that it can be reused, searched, processed and shared.
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The Open University of Sri Lanka (OUSL) is the only institution to deliver legal education through Open and Distance Learning (ODL) in Sri Lanka. This study aims to analyze…
Abstract
Purpose
The Open University of Sri Lanka (OUSL) is the only institution to deliver legal education through Open and Distance Learning (ODL) in Sri Lanka. This study aims to analyze technology usage in learning and teaching law in the ODL under OUSL to evaluate the accessibility and also challenges.
Design/methodology/approach
A combination of qualitative and quantitative methodologies has been used for the study. This includes both interviews with teachers and surveying among students on the usage of technology in learning and teaching law at OUSL. Since the LL.B Degree Programme of OUSL delivered at six regional centres in Sri Lanka, this study also includes the comparative analysis of technology usage in teaching and learning at selected regional centres.
Findings
The findings indicate that the majority of students have access to technology through mobile phones and are aware of blended learning. Even though they prefer to integrate blended learning with learning law, they do not prefer learning entirely online. Social media and mobile applications are the most preferred modes of blended learning by students. It is also acknowledged that the internal staff has knowledge and access to the use of technology in teaching law while the external staff faces challenges and is in need of adequate training.
Originality/value
The original contribution of this article provides insightful guidelines not only to the OUSL of Sri Lanka but also to the institutions offering similar disciplines through ODL to understand lecturers, learners in the future integration of technology.
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Fanny M.F. Lau and Gryphon Sou
Territory-wide system assessment (TSA) was launched and administered by Hong Kong (HK) Education Bureau (EDB) since 2004. Since then, parents and teachers have been questioning…
Abstract
Purpose
Territory-wide system assessment (TSA) was launched and administered by Hong Kong (HK) Education Bureau (EDB) since 2004. Since then, parents and teachers have been questioning its need, value, uselessness, effectiveness, harm for schools, teachers and students. In 2015, the issue blew up with Kau Yan School’s principal boycotting the tests. A series of discussions in the public and media and different surveys were then carried out widely in HK. After review, EDB announced in 2017 that the revised version of TSA be extended to Primary 3 students in HK. The purpose of this paper is to propose that TSAs for Primary 3, Primary 6 and Secondary 3 need a further review to judge their need and uselessness.
Design/methodology/approach
This paper reviews the educational policy governing the administration of the TSA. Primary and secondary data from focus group meetings, press interviews (Bogdan and Biklen, 1982; Miles and Huberman, 1994; Ouiment et al., 2001) and public reports would be analyzed. Besides, participant observation (Nosich, 1982; Sou, 2000; Sou and Zhou, 2007) and theoretical reasoning (Nosich, 1982; Sou, 2000; Sou and Zhou, 2007) have been applied for the critical review of this controversial test. The contrast study on the conflicting views of stakeholders in the education industry would bring up some insights of this controversial educational policy in Assessment for Learning.
Findings
Conflicting and contrasting perceptions from TSA to basic competency assessment (BCA) among stakeholders of education and government include governmental stakeholder – EDB’s awareness; EDB stressed that TSA is a low-stakes assessment which does not need extra practice for students; non-governmental stakeholders including legislative councilors’ perception, school principals’ perception, teachers’ perception, parents’ perception and students’ perception. Facing the opposition and grievances of different stakeholders, EDB announced in January 2017 that the revised version of TSA: BCA, be extended to HK in May 2017. Parents and legislative councilors were angry and they ask for a review or even cancellation for Primary 3 TSA.
Originality/value
This original study will initiate more thorough revisions and discussions for the TSAs for Primary 3, Primary 6 and Secondary 3 in HK, as a quality educational management step. While TSA for Primary 3 has been reviewed and substantially “revised,” the community at large still asks for further revision for its needs, uselessness and harm for parents, teachers and students. Since the underlying causes of students’ suicides are not fully identified, the problem of over-drilling practices for TSAs for Primary 3, Primary 6 and Secondary 3 needs to be satisfactorily resolved. Thus, TSAs for Primary 6 and Secondary 3, like that for Primary 3, should be reviewed for probable revision.
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The purpose of this paper is to present an analytical review of the educational innovation field in the USA. It outlines classification of innovations, discusses the hurdles to…
Abstract
Purpose
The purpose of this paper is to present an analytical review of the educational innovation field in the USA. It outlines classification of innovations, discusses the hurdles to innovation, and offers ways to increase the scale and rate of innovation-based transformations in the education system.
Design/methodology/approach
The paper is based on a literature survey and author research.
Findings
US education badly needs effective innovations of scale that can help produce the needed high-quality learning outcomes across the system. The primary focus of educational innovations should be on teaching and learning theory and practice, as well as on the learner, parents, community, society, and its culture. Technology applications need a solid theoretical foundation based on purposeful, systemic research, and a sound pedagogy. One of the critical areas of research and innovation can be cost and time efficiency of the learning.
Practical implications
Several practical recommendations stem out of this paper: how to create a base for large-scale innovations and their implementation; how to increase effectiveness of technology innovations in education, particularly online learning; how to raise time and cost efficiency of education.
Social implications
Innovations in education are regarded, along with the education system, within the context of a societal supersystem demonstrating their interrelations and interdependencies at all levels. Raising the quality and scale of innovations in education will positively affect education itself and benefit the whole society.
Originality/value
Originality is in the systemic approach to education and educational innovations, in offering a comprehensive classification of innovations; in exposing the hurdles to innovations, in new arguments about effectiveness of technology applications, and in time efficiency of education.
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E-learning is a very popular concept in the education sector today, and one of the best ways to implement this is through blended learning. However, the implementation of blended…
Abstract
Purpose
E-learning is a very popular concept in the education sector today, and one of the best ways to implement this is through blended learning. However, the implementation of blended learning program at Higher Education Institutions (HEIs) is quite new in Bangladesh. The purpose of this paper is to explore the concept of blended learning, how to construct a blended learning program, the benefits of blended learning and some prerequisites to implement blended learning program successfully at HEIs in Bangladesh.
Design/methodology/approach
Nature of the study is explanatory, descriptive as well as evaluative. Primary data were collected through face-to-face interviews using structured questionnaire having both open- and close-ended questions including personal observations. Secondary data comprise relevant documents available from government agencies, archives, and library and research organizations.
Findings
By utilizing the blended learning tools, HEIs in Bangladesh can achieve radical improvements in education quality as well as in the accessibility and cost-effectiveness of learning programs. Moreover, any innovative educational reform will be successful only when it is fully accepted and adopted by all the key stakeholders: students, parents, teachers, academic administrators, researchers and policy makers.
Practical implications
Several practical solutions have been presented in this paper: how to create a blended learning program, how to overcome the obstacles for successful implementation of blended learning and how to create a flipped classroom with the aid of technology.
Social implications
A country’s soul and economic well-being depends to a large extent on the quality of their citizen’s education. Implementing innovative teaching programs within the education system will enhance the quality of education at HEIs in Bangladesh, creating more efficient labor force hence benefiting the overall society.
Originality/value
Originality in terms of exposing the hurdles that needs to be addressed for successful implementation of blended learning programs at HEIs in Bangladesh and providing an easy guideline to educators on how to create flipped classrooms.
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The aim of this paper is to discuss the decision made last year, by the Caledonian College of Engineering in Oman, to introduce compulsory modules in Personal Development Planning…
Abstract
The aim of this paper is to discuss the decision made last year, by the Caledonian College of Engineering in Oman, to introduce compulsory modules in Personal Development Planning (PDP) at each level of study in the UK-awarded diploma and degree programmes. The primary objective of PDP is to improve the capacity of individuals to understand what and how they are learning, and to review, plan and take responsibility for their own learning. This paper describes how the main topic areas covered in PDP have been introduced to Omani engineering students; the learning/teaching methodology; how these modules are assessed and evaluated and how these areas relate to the needs of current and future employers. The challenges that have been faced during the implementation of these modules in terms of contextualisation (UK modules imported into an Omani environment) and external assessment are also discussed.