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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
Online Access:http://psasir.upm.edu.my/id/eprint/19683/1/IPM_2010_4_F.pdf
http://psasir.upm.edu.my/id/eprint/19683/
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spelling my.upm.eprints.196832013-03-29T08:45:56Z http://psasir.upm.edu.my/id/eprint/19683/ Development of Hybrid Model From CCR-I and SBM-I for Measuring Mix Efficiency Level 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. 2010-09 Thesis NonPeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/19683/1/IPM_2010_4_F.pdf Asbullah, Muhammad Asyraf (2010) Development of Hybrid Model From CCR-I and SBM-I for Measuring Mix Efficiency Level. Masters thesis, Universiti Putra Malaysia. English
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
English
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
author Asbullah, Muhammad Asyraf
spellingShingle Asbullah, Muhammad Asyraf
Development of Hybrid Model From CCR-I and SBM-I for Measuring Mix Efficiency Level
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
publishDate 2010
url http://psasir.upm.edu.my/id/eprint/19683/1/IPM_2010_4_F.pdf
http://psasir.upm.edu.my/id/eprint/19683/
_version_ 1643827112169177088
score 13.211869

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