Model analisis penyampulan data rangkaian bersiri hierarki bagi pengukuran prestasi Universiti Awam di Malaysia

Measuring the performance of public universities is important to ensure efficient and effective utilization of allocated educational resources. Most of the previous studies on the application of Data Envelopment Analysis (APD) have focused more on measuring efficiency rather than effectiveness and i...

Full description

Saved in:

Bibliographic Details
Main Author:	Rosmaini, Kashim
Format:	Thesis
Language:	eng eng
Published:	2021
Subjects:	T58.5-58.64 Information technology LB2300 Higher Education QA299.6-433 Analysis
Online Access:	https://etd.uum.edu.my/9537/1/depositpermission_s94771.pdf https://etd.uum.edu.my/9537/2/s94771_01.pdf
Tags:	Add Tag No Tags, Be the first to tag this record!

id	my-uum-etd.9537
record_format	uketd_dc
spelling	my-uum-etd.95372022-06-26T01:43:39Z Model analisis penyampulan data rangkaian bersiri hierarki bagi pengukuran prestasi Universiti Awam di Malaysia 2021 Rosmaini, Kashim Mat Kasim, Maznah Abd Rahman, Rosshairy Awang Had Salleh Graduate School of Arts & Sciences Awang Had Salleh Graduate School of Arts & Sciences T58.5-58.64 Information technology LB2300 Higher Education QA299.6-433 Analysis Measuring the performance of public universities is important to ensure efficient and effective utilization of allocated educational resources. Most of the previous studies on the application of Data Envelopment Analysis (APD) have focused more on measuring efficiency rather than effectiveness and ignored universities’ internal activities and the relation among the activities in a single model. As a result, the studies’ findings might be misleading. Besides, uncontrollable inputs and weight restrictions on shared input variables are not considered particularly in network APD (APDR). Thus, this study developed an alternative approach to measure a university’s performance by using the hierarchical serial APDR model by considering three performance dimensions, which are efficiency, effectiveness and overall performance. The uncontrollable inputs with weight restrictions on shared inputs are also included. There are three network models developed namely hierarchical APDR (APDRH) to measure efficiency, parallel APDR (APDRS) to measure effectiveness and hierarchical serial APDR (APDRSH) to measure the overall performance of the university. Since there are restrictions on weights that make the APDR models cannot preserve their linearity, an alternative approach is proposed to transform the non-linear APDR models into equivalent linear models. These three developed APDR models can analyze the performance of each university’s internal structure in details. The new hierarchical serial APDR (APDRSH) model has been tested to evaluate the three dimensions of performance of 14 schools in Universiti Utara Malaysia. Empirical findings showed that no schools were fully efficient and relatively effective since not all their internal functions were efficient. Furthermore, the application of this new performance measurement model can identify the university's internal activities which require more attention in an effort to improve the performance of the schools. This study has successfully produced a comprehensive performance measurement model of a university. The proposed conceptual model can become a basis for developing performance measurement models of other organizations. 2021 Thesis https://etd.uum.edu.my/9537/ https://etd.uum.edu.my/9537/1/depositpermission_s94771.pdf text eng staffonly https://etd.uum.edu.my/9537/2/s94771_01.pdf text eng public other doctoral Universiti Utara Malaysia
institution	Universiti Utara Malaysia
collection	UUM ETD
language	eng eng
advisor	Mat Kasim, Maznah Abd Rahman, Rosshairy
topic	T58.5-58.64 Information technology LB2300 Higher Education QA299.6-433 Analysis
spellingShingle	T58.5-58.64 Information technology LB2300 Higher Education QA299.6-433 Analysis Rosmaini, Kashim Model analisis penyampulan data rangkaian bersiri hierarki bagi pengukuran prestasi Universiti Awam di Malaysia
description	Measuring the performance of public universities is important to ensure efficient and effective utilization of allocated educational resources. Most of the previous studies on the application of Data Envelopment Analysis (APD) have focused more on measuring efficiency rather than effectiveness and ignored universities’ internal activities and the relation among the activities in a single model. As a result, the studies’ findings might be misleading. Besides, uncontrollable inputs and weight restrictions on shared input variables are not considered particularly in network APD (APDR). Thus, this study developed an alternative approach to measure a university’s performance by using the hierarchical serial APDR model by considering three performance dimensions, which are efficiency, effectiveness and overall performance. The uncontrollable inputs with weight restrictions on shared inputs are also included. There are three network models developed namely hierarchical APDR (APDRH) to measure efficiency, parallel APDR (APDRS) to measure effectiveness and hierarchical serial APDR (APDRSH) to measure the overall performance of the university. Since there are restrictions on weights that make the APDR models cannot preserve their linearity, an alternative approach is proposed to transform the non-linear APDR models into equivalent linear models. These three developed APDR models can analyze the performance of each university’s internal structure in details. The new hierarchical serial APDR (APDRSH) model has been tested to evaluate the three dimensions of performance of 14 schools in Universiti Utara Malaysia. Empirical findings showed that no schools were fully efficient and relatively effective since not all their internal functions were efficient. Furthermore, the application of this new performance measurement model can identify the university's internal activities which require more attention in an effort to improve the performance of the schools. This study has successfully produced a comprehensive performance measurement model of a university. The proposed conceptual model can become a basis for developing performance measurement models of other organizations.
format	Thesis
qualification_name	other
qualification_level	Doctorate
author	Rosmaini, Kashim
author_facet	Rosmaini, Kashim
author_sort	Rosmaini, Kashim
title	Model analisis penyampulan data rangkaian bersiri hierarki bagi pengukuran prestasi Universiti Awam di Malaysia
title_short	Model analisis penyampulan data rangkaian bersiri hierarki bagi pengukuran prestasi Universiti Awam di Malaysia
title_full	Model analisis penyampulan data rangkaian bersiri hierarki bagi pengukuran prestasi Universiti Awam di Malaysia
title_fullStr	Model analisis penyampulan data rangkaian bersiri hierarki bagi pengukuran prestasi Universiti Awam di Malaysia
title_full_unstemmed	Model analisis penyampulan data rangkaian bersiri hierarki bagi pengukuran prestasi Universiti Awam di Malaysia
title_sort	model analisis penyampulan data rangkaian bersiri hierarki bagi pengukuran prestasi universiti awam di malaysia
granting_institution	Universiti Utara Malaysia
granting_department	Awang Had Salleh Graduate School of Arts & Sciences
publishDate	2021
url	https://etd.uum.edu.my/9537/1/depositpermission_s94771.pdf https://etd.uum.edu.my/9537/2/s94771_01.pdf
_version_	1747828617430171648

Model analisis penyampulan data rangkaian bersiri hierarki bagi pengukuran prestasi Universiti Awam di Malaysia

Similar Items