Measuring the relative balance of DMUs
- 作者：Heinz Ahn ; hw.ahn@tu-braunschweig.de ; Ludmila Neumann ; Nadia Vazquez Novoa
- 关键词：Data Envelopment Analysis ; Zero-value weights ; Balance score ; Inappropriate benchmarks
- 刊名：European Journal of Operational Research
- 出版年：2012
- 期刊代码：58_03772217
- 类别：et
- 出版时间：1 September, 2012
- 卷：221
- 期：2
- 页码：417-423
- 文件大小：339 K
摘要
In basic Data Envelopment Analysis (DEA) models, the weights of performance criteria are endogenously determined, assigning to each decision-making unit (DMU) its best possible efficiency score. This property is widely considered to be a major strength of the method, but it is also a source of considerable problems concerning performance assessment and performance control. Such problems result from the possibility of zero-value weights that exclude criteria from the evaluation. Unlike approaches that deal with this issue by incorporating value judgments into the analysis, we suggest a complementary balance score that is derived from the given data set. This score evaluates the extent to which a DMU avoids concentration on only some of the crucial performance criteria. One of the possible decisions resulting from a balance analysis is to reduce the set of DMUs considered to serve as benchmarks. For this case, a modified CCR-O model is presented.