Overall Efficiency of Four-Stage Structure with Undesirable Outputs: A New SBM Network DEA Model

Benchmarking is the major reason for the widespread use of DEA models for efficiency analysis. Determining the closest targets for DMUs, DEA models play a key role in benchmarking their best performance. In fact, these models help develop certain performance enhancement plans that need fewer attempt...

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Main Authors: Nasim Roudabr, Seyyed Esmaeil Najafi, Zohreh Moghaddas, Farzad Movahedi Sobhani
Format: Article
Language:English
Published: Wiley 2022-01-01
Series:Complexity
Online Access:http://dx.doi.org/10.1155/2022/9577175
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author Nasim Roudabr
Seyyed Esmaeil Najafi
Zohreh Moghaddas
Farzad Movahedi Sobhani
author_facet Nasim Roudabr
Seyyed Esmaeil Najafi
Zohreh Moghaddas
Farzad Movahedi Sobhani
author_sort Nasim Roudabr
collection DOAJ
description Benchmarking is the major reason for the widespread use of DEA models for efficiency analysis. Determining the closest targets for DMUs, DEA models play a key role in benchmarking their best performance. In fact, these models help develop certain performance enhancement plans that need fewer attempts made by DMUs. Therefore, this study proposes a novel method based on the network DEA to determine the most appropriate target for every stage in addition to benchmarking the DMUs. The proposed model differs from those proposed by other studies in the fact that all DEA models of benchmarking consider input and output values to be linear. However, in real-world problems, many DMU inputs and outputs have nonlinear values (values are the coefficients of inputs or outputs in modeling and can be the price of desirable outputs or the cost of inputs and undesirable outputs), something which was taken into account in the modeling process in this study. The proposed model was employed to benchmark cement factories listed on the Tehran Stock Exchange.
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id doaj-art-88177f1aad0e4e2a8c37b69e3c5fb156
institution Kabale University
issn 1099-0526
language English
publishDate 2022-01-01
publisher Wiley
record_format Article
series Complexity
spelling doaj-art-88177f1aad0e4e2a8c37b69e3c5fb1562025-02-03T05:50:03ZengWileyComplexity1099-05262022-01-01202210.1155/2022/9577175Overall Efficiency of Four-Stage Structure with Undesirable Outputs: A New SBM Network DEA ModelNasim Roudabr0Seyyed Esmaeil Najafi1Zohreh Moghaddas2Farzad Movahedi Sobhani3Department of Industrial EngineeringDepartment of Industrial EngineeringDepartment of Mathematics and StatisticsDepartment of Industrial EngineeringBenchmarking is the major reason for the widespread use of DEA models for efficiency analysis. Determining the closest targets for DMUs, DEA models play a key role in benchmarking their best performance. In fact, these models help develop certain performance enhancement plans that need fewer attempts made by DMUs. Therefore, this study proposes a novel method based on the network DEA to determine the most appropriate target for every stage in addition to benchmarking the DMUs. The proposed model differs from those proposed by other studies in the fact that all DEA models of benchmarking consider input and output values to be linear. However, in real-world problems, many DMU inputs and outputs have nonlinear values (values are the coefficients of inputs or outputs in modeling and can be the price of desirable outputs or the cost of inputs and undesirable outputs), something which was taken into account in the modeling process in this study. The proposed model was employed to benchmark cement factories listed on the Tehran Stock Exchange.http://dx.doi.org/10.1155/2022/9577175
spellingShingle Nasim Roudabr
Seyyed Esmaeil Najafi
Zohreh Moghaddas
Farzad Movahedi Sobhani
Overall Efficiency of Four-Stage Structure with Undesirable Outputs: A New SBM Network DEA Model
Complexity
title Overall Efficiency of Four-Stage Structure with Undesirable Outputs: A New SBM Network DEA Model
title_full Overall Efficiency of Four-Stage Structure with Undesirable Outputs: A New SBM Network DEA Model
title_fullStr Overall Efficiency of Four-Stage Structure with Undesirable Outputs: A New SBM Network DEA Model
title_full_unstemmed Overall Efficiency of Four-Stage Structure with Undesirable Outputs: A New SBM Network DEA Model
title_short Overall Efficiency of Four-Stage Structure with Undesirable Outputs: A New SBM Network DEA Model
title_sort overall efficiency of four stage structure with undesirable outputs a new sbm network dea model
url http://dx.doi.org/10.1155/2022/9577175
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