Development of Hybrid Model From CCR-I and SBM-I for Measuring Mix Efficiency Level

In today’s world, Data Envelopment Analysis (DEA) has been used widely in manyareas of efficiency analysis study. Basically, the DEA method has two different types of measurement, which called as radial and non-radial measure. Both measures were represented by the input orientated model of Charnes-C...

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Main Author:	Asbullah, Muhammad Asyraf
Format:	Thesis
Language:	English English
Published:	2010
Subjects:	Hybrid systems. Data envelopment analysis.
Online Access:	http://psasir.upm.edu.my/id/eprint/19683/1/IPM_2010_4_F.pdf
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id	my-upm-ir.19683
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spelling	my-upm-ir.196832013-03-29T08:45:56Z Development of Hybrid Model From CCR-I and SBM-I for Measuring Mix Efficiency Level 2010-09 Asbullah, Muhammad Asyraf In today’s world, Data Envelopment Analysis (DEA) has been used widely in manyareas of efficiency analysis study. Basically, the DEA method has two different types of measurement, which called as radial and non-radial measure. Both measures were represented by the input orientated model of Charnes-Cooper-Rhodes (CCR-I) and Slack-based Measure (SBM-I). Problems that arise from CCR-I model are due to its excessive two phase’s procedure, unreported of nonzero slacks along its efficiency score and the terminology of weak efficiency. The shortcomings of SBM-I are because the proportionality aspect was avoided and all inefficiencies are reported only in a single score. Furthermore, the requirement to solve two different models simultaneously in order to determine the mix level seems demanding. This study aims to overcome the mentioned shortcomings by proposing a new single DEA model. We also wish to combine the characteristics of both CCR-I and SBM-I in this model. In addition, the proposed model is targeting to derive a new technique for mix efficiency evaluation. This model and technique was illustrated using existing data sets. We observed that the results from this new model reflecting the nonzero slacks in its optimal score and remove the weak efficiency terminology. We have discovered that the corresponding characteristics of CCR-I and SBM-I was delineated and the mix level of the new technique is comparable with the results obtained from the standard method. As conclusion, the findings of this study contributes to reduce the computational efforts, provides a simple way to determine the mix efficiency levels and successfully combining the radial and non-radial characteristics in a single DEA model. Hybrid systems. Data envelopment analysis. 2010-09 Thesis http://psasir.upm.edu.my/id/eprint/19683/ http://psasir.upm.edu.my/id/eprint/19683/1/IPM_2010_4_F.pdf application/pdf en public masters Universiti Putra Malaysia Hybrid systems. Data envelopment analysis. Institute for Mathematical Research English
institution	Universiti Putra Malaysia
collection	PSAS Institutional Repository
language	English English
topic	Hybrid systems. Data envelopment analysis.
spellingShingle	Hybrid systems. Data envelopment analysis. Asbullah, Muhammad Asyraf Development of Hybrid Model From CCR-I and SBM-I for Measuring Mix Efficiency Level
description	In today’s world, Data Envelopment Analysis (DEA) has been used widely in manyareas of efficiency analysis study. Basically, the DEA method has two different types of measurement, which called as radial and non-radial measure. Both measures were represented by the input orientated model of Charnes-Cooper-Rhodes (CCR-I) and Slack-based Measure (SBM-I). Problems that arise from CCR-I model are due to its excessive two phase’s procedure, unreported of nonzero slacks along its efficiency score and the terminology of weak efficiency. The shortcomings of SBM-I are because the proportionality aspect was avoided and all inefficiencies are reported only in a single score. Furthermore, the requirement to solve two different models simultaneously in order to determine the mix level seems demanding. This study aims to overcome the mentioned shortcomings by proposing a new single DEA model. We also wish to combine the characteristics of both CCR-I and SBM-I in this model. In addition, the proposed model is targeting to derive a new technique for mix efficiency evaluation. This model and technique was illustrated using existing data sets. We observed that the results from this new model reflecting the nonzero slacks in its optimal score and remove the weak efficiency terminology. We have discovered that the corresponding characteristics of CCR-I and SBM-I was delineated and the mix level of the new technique is comparable with the results obtained from the standard method. As conclusion, the findings of this study contributes to reduce the computational efforts, provides a simple way to determine the mix efficiency levels and successfully combining the radial and non-radial characteristics in a single DEA model.
format	Thesis
qualification_level	Master's degree
author	Asbullah, Muhammad Asyraf
author_facet	Asbullah, Muhammad Asyraf
author_sort	Asbullah, Muhammad Asyraf
title	Development of Hybrid Model From CCR-I and SBM-I for Measuring Mix Efficiency Level
title_short	Development of Hybrid Model From CCR-I and SBM-I for Measuring Mix Efficiency Level
title_full	Development of Hybrid Model From CCR-I and SBM-I for Measuring Mix Efficiency Level
title_fullStr	Development of Hybrid Model From CCR-I and SBM-I for Measuring Mix Efficiency Level
title_full_unstemmed	Development of Hybrid Model From CCR-I and SBM-I for Measuring Mix Efficiency Level
title_sort	development of hybrid model from ccr-i and sbm-i for measuring mix efficiency level
granting_institution	Universiti Putra Malaysia
granting_department	Institute for Mathematical Research
publishDate	2010
url	http://psasir.upm.edu.my/id/eprint/19683/1/IPM_2010_4_F.pdf
_version_	1747811441870635008

Development of Hybrid Model From CCR-I and SBM-I for Measuring Mix Efficiency Level

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