Additive super-efficiency in integer-valued data envelopment analysis
Conventional data envelopment analysis (DEA) methods assume that input and output variables are continuous. However, in many real managerial cases, some inputs and/or outputs can only take integer values. Simply rounding the performance targets to the nearest integers can lead to misleading solution...
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sg-ntu-dr.10356-1026122023-05-19T06:44:41Z Additive super-efficiency in integer-valued data envelopment analysis Cook, Wade D. Du, Juan Chen, Yao Zhu, Joe Chen, Chien-Ming Nanyang Business School DRNTU::Business Conventional data envelopment analysis (DEA) methods assume that input and output variables are continuous. However, in many real managerial cases, some inputs and/or outputs can only take integer values. Simply rounding the performance targets to the nearest integers can lead to misleading solutions and efficiency evaluation. Addressing this kind of integer-valued data, the current paper proposes models that deal directly with slacks to calculate efficiency and super-efficiency scores when integer values are present. Compared with standard radial models, additive (super-efficiency) models demonstrate higher discrimination power among decision making units, especially for integer-valued data. We use an empirical application in early-stage ventures to illustrate our approach. 2013-07-12T03:14:26Z 2019-12-06T20:57:34Z 2013-07-12T03:14:26Z 2019-12-06T20:57:34Z 2011 2011 Journal Article https://hdl.handle.net/10356/102612 http://hdl.handle.net/10220/11284 10.1016/j.ejor.2011.10.023 en European journal of operational research © 2011 Elsevier B.V. |
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DRNTU::Business Cook, Wade D. Du, Juan Chen, Yao Zhu, Joe Chen, Chien-Ming Additive super-efficiency in integer-valued data envelopment analysis |
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Conventional data envelopment analysis (DEA) methods assume that input and output variables are continuous. However, in many real managerial cases, some inputs and/or outputs can only take integer values. Simply rounding the performance targets to the nearest integers can lead to misleading solutions and efficiency evaluation. Addressing this kind of integer-valued data, the current paper proposes models that deal directly with slacks to calculate efficiency and super-efficiency scores when integer values are present. Compared with standard radial models, additive (super-efficiency) models demonstrate higher discrimination power among decision making units, especially for integer-valued data. We use an empirical application in early-stage ventures to illustrate our approach. |
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Nanyang Business School |
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Nanyang Business School Cook, Wade D. Du, Juan Chen, Yao Zhu, Joe Chen, Chien-Ming |
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Article |
author |
Cook, Wade D. Du, Juan Chen, Yao Zhu, Joe Chen, Chien-Ming |
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Cook, Wade D. |
title |
Additive super-efficiency in integer-valued data envelopment analysis |
title_short |
Additive super-efficiency in integer-valued data envelopment analysis |
title_full |
Additive super-efficiency in integer-valued data envelopment analysis |
title_fullStr |
Additive super-efficiency in integer-valued data envelopment analysis |
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Additive super-efficiency in integer-valued data envelopment analysis |
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additive super-efficiency in integer-valued data envelopment analysis |
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2013 |
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https://hdl.handle.net/10356/102612 http://hdl.handle.net/10220/11284 |
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1770565033615425536 |