Abstract
Our paper focuses on a robustness analysis of efficiency scores in the context of Data Envelopment Analysis (DEA) assuming interval scale data, as defined in A. Dehnokhalaji, P. J. Korhonen, M. K¨oksalan, N. Nasrabadi and J. Wallenius, “Efficiency Analysis to incorporate interval scale data”, European Journal of Operational Research 207 (2), 2010, pp. 1116-1121. We first show that the definition of the efficiency score used in our paper is a well-defined measure according to Aparacio and Pastor (J. Aparacio and J. T. Pastor, “A well-defined efficiency measure for dealing with closest targets in DEA”, Applied Mathematics and Computation 219 (17), 2013, pp. 9142-9154.). Next, we characterize how robust the efficiency scores are with respect to improvements and deteriorations of inputs and outputs. We illustrate our analysis with two examples: a simple numerical example and a more complex example using real-world data.
| Original language | English |
|---|---|
| Pages (from-to) | 1151-1161 |
| Number of pages | 11 |
| Journal | European Journal of Operational Research |
| Volume | 297 |
| Issue number | 3 |
| Early online date | 12 Nov 2021 |
| DOIs | |
| Publication status | Published - 16 Mar 2022 |
Keywords
- robustness and sensitivity analysis
- stability
- DEA
- interval scale data
- efficiency measure