Visualizing Efficiency and Reference Relations in Data Envelopment Analysis with an Application to the Branches of a German Bank
| 详细信息 | 推荐本文 | |
- 作者：Marcus Porembski ; Kristina Breitenstein and Paul Alpar
- 关键词：data envelopment analysis ; Sammons mapping ; visualization ; outlier
- 刊名：Journal of Productivity Analysis
- 出版时间：May 2005
- 出版年：2005
- 期刊代码：12_0895562X
- 类别：eco
- 卷：23
- 期：2
- 页码：203-221
- 数据来源：sp
摘要
The interest in Data Envelopment Analysis (DEA) as a method for analyzing the productivity of homogeneous Decision Making Units (DMUs) has significantly increased in recent years. One of the main goals of DEA is to measure for each DMU its production efficiency relative to the other DMUs under analysis. Apart from a relative efficiency score, DEA also provides reference DMUs for inefficient DMUs. An inefficient DMU has, in general, more than one reference DMU, and an efficient DMU may be a reference unit for a large number of inefficient DMUs. These reference and efficiency relations describe a net which connects efficient and inefficient DMUs. We visualize this net by applying Sammons mapping. Such a visualization provides a very compact representation of the respective reference and efficiency relations and it helps to identify for an inefficient DMU efficient DMUs respectively DMUs with a high efficiency score which have a similar structure and can therefore be used as models. Furthermore, it can also be applied to visualize potential outliers in a very efficient way.