Technical Efficiency of the Brazilian Municipalities: Correcting Nonparametric Frontier Measurements for Outliers
AbstractIn this paper we estimate the DEA technical efficiency for 4796 Brazilian municipalities, by applying a recently proposed “Jackstrap” method, which combines Bootstrap and Jackknife resampling techniques, to reduce the effect of outliers and possible errors in the data set. We perform calculations to identify and eliminate high leverage municipalities, using different variants of Data Envelopment Analysis (DEA), as well as Free Disposal Hull (FDH). Corroborating previous results, efficiency results for the Brazilian municipalities show a clear relationship between the size of the municipality and its efficiency scores. Indeed, under both DEA variants, smaller cities tend to be less efficient than larger ones hence indicating that the quality of the frontier adjustment improves significantly as the size of the municipality increases. We present arguments that may explain to some extent these findings, such as economies of scale and the excess spending due to revenue from royalties. However, such effects require further, more careful examination. Copyright Springer Science+Business Media, Inc. 2005
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Bibliographic InfoArticle provided by Springer in its journal Journal of Productivity Analysis.
Volume (Year): 24 (2005)
Issue (Month): 2 (October)
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Web page: http://www.springerlink.com/link.asp?id=100296
data envelopment analysis; outlier detection; leverage;
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- Laurens Cherchye & Timo Kuosmanen & Thierry Post, 2000.
"New Tools for Dealing with Errors-in-Variables in DEA,"
Public Economics Working Paper Series
ces0006, Katholieke Universiteit Leuven, Centrum voor Economische Studiën, Working Group Public Economics.
- Cherchye, Laurens & Kuosmanen, T & Post, T, 2000. "New tools for dealing with errors-in-variables in DEA," Open Access publications from Katholieke Universiteit Leuven urn:hdl:123456789/118577, Katholieke Universiteit Leuven.
- Laurens CHERCHYE & Timo KUOSMANEN & Thierry POST, 2000. "New Tools for Dealing with Errors-in-Variables in DEA," Center for Economic Studies - Discussion papers ces0006, Katholieke Universiteit Leuven, Centrum voor Economische Studiën.
- Vanden Eeckaut, Ph. & Tulkens, H. & Jamar, M-A., 1991. "A Study of Cost-Efficiency and Returns to Scale for 235 Municipalities in Belgium," CORE Discussion Papers 1991058, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Andrew Worthington & Brian Dollery, 2000. "Efficiency Measurement in the Local Public Sector: Econometric and Mathematical Programming Frontier Techniques," School of Economics and Finance Discussion Papers and Working Papers Series 078, School of Economics and Finance, Queensland University of Technology.
- Anna Montén & Christian Thater, 2011.
"Determinants of Efficiency in Child-Care Provision,"
FinanzArchiv: Public Finance Analysis,
Mohr Siebeck, Tübingen, vol. 67(4), pages 378-403, December.
- Anna Montén & Christian Thater, 2010. "Determinants of efficiency in child care provision," Ifo Working Paper Series Ifo Working Paper Nr. 83, Ifo Institute for Economic Research at the University of Munich.
- Isabel Raposo & Tatiane Menezes, 2011. "Public School Efficiency Using Data Envelopment Analysis: An Empirical Application For Brazil," ERSA conference papers ersa11p1594, European Regional Science Association.
- Dana PANCUROVA & Stefan LYOCSA, 2013. "Determinants of Commercial Banks’ Efficiency: Evidence from 11 CEE Countries," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 63(2), pages 152-179, May.
- Emili Tortosa Ausina & Diego Prior & María Teresa Balaguer-Coll, 2006. "Decentralization And Effiency In Spanish Local Goverment," Working Papers. Serie EC 2006-02, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
- Victor Maia Senna Delgado, 2008. "Estudo Sobre Um Ranking Municipal De Eficiencia Escolar Em Minas Gerais," Anais do XIII Seminário sobre a Economia Mineira [Proceedings of the 13th Seminar on the Economy of Minas Gerais], in: Anais do XIII Seminário sobre a Economia Mineira [Proceedings of the 13th Seminar on the Economy of Minas Gerais] Cedeplar, Universidade Federal de Minas Gerais.
- Victor Maia Senna Delgado & Ana Flávia Machado, 2007. "Eficiência Das Escolas Públicas Estaduais De Minas Gerais: Considerações Acerca Da Qualidade Do Ensino," Anais do XXXV Encontro Nacional de Economia [Proceedings of the 35th Brazilian Economics Meeting] 091, ANPEC - Associação Nacional dos Centros de Pósgraduação em Economia [Brazilian Association of Graduate Programs in Economics].
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