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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Main Authors: Areej Fatemah Meghji, Naeem Ahmed Mahoto, Mukhtiar Ali Unar, Muhmmad Akram Shaikh
Format: Article
Language:English
Published: Mehran University of Engineering and Technology 2020-04-01
Series:Mehran University Research Journal of Engineering and Technology
Online Access:https://publications.muet.edu.pk/index.php/muetrj/article/view/1589
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spelling 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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