Overcoming Data Limitations in Nonparametric Benchmarking: Applying PCA-DEA to Natural Gas Transmission
AbstractThis paper provides an empirical demonstration for a practical approach of efficiency evaluation against the background of limited data availability in some regulated industries. Here, traditional DEA may result in a lack of discriminatory power when high numbers of variables but only limited observations are available. We apply PCA-DEA for radial efficiency measurement to US natural gas transmission companies in 2007. This allows us to reduce dimensions of the optimization problem while maintaining most of the variation in the original data. Our results suggest that the PCA-DEA methodology reduces the probability of over-estimation of the individual firm-specific performance. It also allows for a large number of original variables without substantially reducing the discriminatory power of the model.
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Bibliographic InfoPaper provided by DIW Berlin, German Institute for Economic Research in its series Discussion Papers of DIW Berlin with number 962.
Length: 18 p.
Date of creation: 2009
Date of revision:
Efficiency analysis; DEA; PCA; company regulation; natural gas transmission;
Other versions of this item:
- Nieswand Maria & Cullmann Astrid & Neumann Anne, 2010. "Overcoming Data Limitations in Nonparametric Benchmarking: Applying PCA-DEA to Natural Gas Transmission," Review of Network Economics, De Gruyter, vol. 9(2), pages 1-22, June.
- C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
- L51 - Industrial Organization - - Regulation and Industrial Policy - - - Economics of Regulation
- L95 - Industrial Organization - - Industry Studies: Transportation and Utilities - - - Gas Utilities; Pipelines; Water Utilities
This paper has been announced in the following NEP Reports:
- NEP-ALL-2010-01-16 (All new papers)
- NEP-ECM-2010-01-16 (Econometrics)
- NEP-ENE-2010-01-16 (Energy Economics)
- NEP-REG-2010-01-16 (Regulation)
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