Robust non-parametric estimation of cost efficiency with an application to banking industry
Galina Besstremyannaya () and
Jaak Simm
Additional contact information
Galina Besstremyannaya: CEFIR at New Economic School
Jaak Simm: University of Leuven
No w0217, Working Papers from Center for Economic and Financial Research (CEFIR)
Abstract:
The paper modifies the methodology of Simar and Wilson 2007 [J Econometrics 136] and 1998 [Manage Sci 44] to propose a new algorithm for robust estimation of cost efficiency in data envelopment analysis in terms of bias correction and estimating returns to scale. Simulation analyses with multi-input multi-output Cobb-Douglas production function with correlated outputs, and correlated technical and cost efficiency demonstrate consistency of the new algorithm both in absence and presence of environmental variables. Finally, we offer real data estimates for Japanese banking industry. An R package `rDea', developed for computations, is available from GitHub and CRAN repositary.
Keywords: data envelopment analysis; cost efficiency; bias correction; bootstrap (search for similar items in EconPapers)
JEL-codes: C44 C61 (search for similar items in EconPapers)
Pages: 26 pages
Date: 2015-08
New Economics Papers: this item is included in nep-ecm and nep-eff
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (1)
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Persistent link: https://EconPapers.repec.org/RePEc:cfr:cefirw:w0217
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