The Role of Knowledge Management and Data Mining in Improving Educational Practices and the Learning Infrastructure
Higher Educational Institutes hold a central and vital role in the knowledge economy. Knowledge generated by these institutes needs to be collected and disseminated to bring about improvement in not only student learning and performance, but also in educational practices, processes and the society i...
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Mehran University of Engineering and Technology
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doaj-4062d2b8ff30473990429dc596e07df22020-11-25T02:03:40ZengMehran University of Engineering and TechnologyMehran University Research Journal of Engineering and Technology0254-78212413-72192020-04-0139231032310.22581/muet1982.2002.081589The Role of Knowledge Management and Data Mining in Improving Educational Practices and the Learning InfrastructureAreej Fatemah Meghji0Naeem Ahmed Mahoto1Mukhtiar Ali Unar2Muhmmad Akram Shaikh3Department of Software Engineering, Mehran University of Engineering and Technology, Jamshoro, Pakistan.Department of Software Engineering, Mehran University of Engineering and Technology, Jamshoro, Pakistan.Department of Computer Systems Engineering, Mehran University of Engineering and Technology, Jamshoro, Pakistan.Pakistan Scientific and Technological Information Centre (PASTIC), Islamabad, Pakistan.Higher Educational Institutes hold a central and vital role in the knowledge economy. Knowledge generated by these institutes needs to be collected and disseminated to bring about improvement in not only student learning and performance, but also in educational practices, processes and the society in general. Sadly, in many institutes, this knowledge is rarely recognized, captured, analysed or utilized. Apart from the need for improved learning outcomes, rapid growth in educational data and technology has motivated several educational institutes to implement Knowledge Management (KM). KM is the key to enable educational institutes reach their goals and achieve their objectives. This paper explores the basic concept of KM and addresses the need of KM in higher educational institutes by proposing a framework to improve knowledge processes and practices in academia. This paper also highlights the role of data mining in facilitating KM in higher education through a case study that focuses on aspects of student management. Using data mining methods of pattern discovery and association rule mining, interesting patterns have been discovered from academic data that can be used for effective pedagogical decision making. The applications and challenges faced in the implementation of KM within higher educational institutes have also been briefly discussed.https://publications.muet.edu.pk/index.php/muetrj/article/view/1589 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Areej Fatemah Meghji Naeem Ahmed Mahoto Mukhtiar Ali Unar Muhmmad Akram Shaikh |
spellingShingle |
Areej Fatemah Meghji Naeem Ahmed Mahoto Mukhtiar Ali Unar Muhmmad Akram Shaikh The Role of Knowledge Management and Data Mining in Improving Educational Practices and the Learning Infrastructure Mehran University Research Journal of Engineering and Technology |
author_facet |
Areej Fatemah Meghji Naeem Ahmed Mahoto Mukhtiar Ali Unar Muhmmad Akram Shaikh |
author_sort |
Areej Fatemah Meghji |
title |
The Role of Knowledge Management and Data Mining in Improving Educational Practices and the Learning Infrastructure |
title_short |
The Role of Knowledge Management and Data Mining in Improving Educational Practices and the Learning Infrastructure |
title_full |
The Role of Knowledge Management and Data Mining in Improving Educational Practices and the Learning Infrastructure |
title_fullStr |
The Role of Knowledge Management and Data Mining in Improving Educational Practices and the Learning Infrastructure |
title_full_unstemmed |
The Role of Knowledge Management and Data Mining in Improving Educational Practices and the Learning Infrastructure |
title_sort |
role of knowledge management and data mining in improving educational practices and the learning infrastructure |
publisher |
Mehran University of Engineering and Technology |
series |
Mehran University Research Journal of Engineering and Technology |
issn |
0254-7821 2413-7219 |
publishDate |
2020-04-01 |
description |
Higher Educational Institutes hold a central and vital role in the knowledge economy. Knowledge generated by these institutes needs to be collected and disseminated to bring about improvement in not only student learning and performance, but also in educational practices, processes and the society in general. Sadly, in many institutes, this knowledge is rarely recognized, captured, analysed or utilized. Apart from the need for improved learning outcomes, rapid growth in educational data and technology has motivated several educational institutes to implement Knowledge Management (KM). KM is the key to enable educational institutes reach their goals and achieve their objectives. This paper explores the basic concept of KM and addresses the need of KM in higher educational institutes by proposing a framework to improve knowledge processes and practices in academia. This paper also highlights the role of data mining in facilitating KM in higher education through a case study that focuses on aspects of student management. Using data mining methods of pattern discovery and association rule mining, interesting patterns have been discovered from academic data that can be used for effective pedagogical decision making. The applications and challenges faced in the implementation of KM within higher educational institutes have also been briefly discussed. |
url |
https://publications.muet.edu.pk/index.php/muetrj/article/view/1589 |
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