Evaluation of a set of brazilian decision-making units using Data Envelopment Analysis
Main Article Content
Abstract
Logistics encompasses a wide range of operations important for the transfer of goods, services, and information. Due to this inherent complexity of the sector, techniques and methods are studied and proposed to contribute to continuous improvement and the development of new environments for efficient and productive operations. Therefore, the objective of this study was to analyze and compare the operational efficiency of logistics companies operating in the Araripe gypsum center, located in northeastern Brazil, using Data Envelopment Analysis. Considering the data associated with the BSC performance indicators collected for the analysis, the BCC model (proposed by Banker et al., 1984) was chosen, which is input-oriented. Based on the data entered into the software and considering the BCC-input model, the efficiency frontier was created for graphical visualization and analysis of the performance of the sample companies. Data were obtained on classical efficiency, inverted efficiency, as well as compound and normalized efficiency. In the case of the inputs and outputs considered, the DEA can contribute to management from a new perspective through the formulation of efficiency policies and learning from best practices.
Article Details

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Los autores conservan los derechos de autor y ceden a la revista el derecho de la primera publicación y pueda editarlo, reproducirlo, distribuirlo, exhibirlo y comunicarlo en el país y en el extranjero mediante medios impresos y electrónicos. Asimismo, asumen el compromiso sobre cualquier litigio o reclamación relacionada con derechos de propiedad intelectual, exonerando de responsabilidad a la Editorial Tecnológica de Costa Rica. Además, se establece que los autores pueden realizar otros acuerdos contractuales independientes y adicionales para la distribución no exclusiva de la versión del artículo publicado en esta revista (p. ej., incluirlo en un repositorio institucional o publicarlo en un libro) siempre que indiquen claramente que el trabajo se publicó por primera vez en esta revista.
References
[1] R.H. BALLOU. “Gerenciamento da Cadeia de Suprimentos/Logística Empresarial.” São Paulo: Editora Bookman, 2010.
[2] B.S. FUGATE, J.T. MENTZER, T.P. STANK. “Logistics performance: efficiency, effectiveness and differentiation.” Journal of Business Logistics, vol. 31, no. 1, p. 43-62, 2010.
[3] C. ATASEVEN, A. NAIR. “Assessment of supply chain integration and performance relationships: A meta-analytic investigation of the literature.” International Journal of Production Economics, vol. 185, no. 1, p. 252- 265, 2017.
[4] P.V.S. SANTOS, E.C. SILVA. “Gestão estratégica da qualidade aplicada à redução de devoluções.” Navus - Revista de Gestão e Tecnologia, vol. 9, no. 4, p. 30-48, 2019. Doi: http://dx.doi.org/10.22279/navus.2019.v9n3.p55-68.819
[5] M.M.P. MARCHESINI, R.L.C. ALCÂNTARA. “Logistics activities in supply chain business process: A conceptual framework to guide their implementation.” The International Journal of Logistics Management, vol. 27, no. 1, p. 6-30, 2016. Doi: https://doi.org/10.1108/IJLM-04-2014-0068
[6] D.J. BOWERSOX. “Supply chain logistics management.” McGraw-Hill Higher Education, New York, NY, 2007.
[7] P.V.S. SANTOS. “Aplicação do overall equipment effectiveness no sistema produtivo de uma vinícola.” Navus - Revista de Gestão e Tecnologia, vol. 10, p. 01-14, 2020. Doi: https://doi.org/10.22279/navus.2020.v10.p01-14.933
[8] P.V.S. SANTOS, A.V. FERRAZ, A.C.G.C. SILVA. “Utilização da ferramenta mapeamento de fluxo de valor (MFV) para identificação de desperdícios no processo produtivo de uma empresa fabricante de gesso.” Revista Produção Online, vol. 19, no. 4, p. 1197-1230, 2019. Doi: https://doi.org/10.14488/1676-1901.v19i4.3310
[9] A. YAZDANPARAST, I. MANUJ, S.M. SWARTZ. “Co-creating logistics value: a service dominant logic perspective.” The International Journal of Logistics Management, vol. 21, no. 3, p. 375-403, 2010. Doi: https://doi.org/10.1108/09574091011089808
[10] P.V.S. SANTOS. “A introdução de tecnologias a favor da eficiência em operações logísticas: um estudo de caso no setor de serviços.” Navus - Revista de Gestão e Tecnologia, vol. 9, no. 3, p. 55-68, 2019. Doi: https://doi.org/10.22279/navus.2019.v9n3.p55-68.819
[11] S. N. HWANG, C. CHEN, Y. CHEN, H.S. LEE, P.D. SHEN. “Sustainable design performance evaluation with applications in the automobile industry: Focusing on inefficiency by undesirable factors.” Omega, vol. 41, no. 3, p. 553-558, 2013.
[12] C.M.C.F. FERREIRA, A. P. GOMES. “Introdução à análise envoltória de dados: teoria, modelos e aplicações.” Viçosa, 2009.
[13] M. LOTHGREN, M. TAMBOUR. “Bootstrapping the Data Envelopment Analysis Malmquist Productivity Index.” Applied Economics, vol. 31, no. 4, p. 417-425, 1999. Doi: https://doi.org/10.1080/000368499324129
[14] R. D. BANKER, A. CHARNES, W.W. COOPER. “Some models for estimating technical and scale inefficiency in data envelopment analysis.” Management Science, vol. 30, p. 1078-1092, 1984.
[15] G. PASCHALIDOU, E. STIAKAKIS, A. CHATZIGEORGIOU. “An Application of Data Envelopment Analysis to Software Quality Assessment.” In: Balkan Conference in Informatics, Proceedings... BCI ‘13, 2013, Thessaloniki, Greece, September: 19 - 21, 2013.
[16] J.M. KATO. “Avaliação de desempenho de sistemas logísticos através do Seis Sigma e Balanced Scorecard”. Revista Da FAE, vol. 06, no. 02, 2017.
[17] C.A. ZAGO, L.F. ABREU, C. Grzebieluckas, A.C. BORNIA. “Modelo de avaliação de desempenho logístico com base no balanced scorecard (bsc): proposta para uma pequena empresa”, Revista da Micro e Pequena Empresa, vol. 02, no. 01, p.19-37, 2008. https://doi.org/10.6034/38
[18] P.V.S. SANTOS, A.V. FERRAZ, T.R.N. CLEMENTE. “Integração do balanced scorecard com o data envelopment analysis para avaliação de desempenho de empresas do apl do gesso”. Iberoamerican Journal of Industrial Engineering, vol. 17, no. 32, 2025. https://doi.org/10.5007/2175-8018.2025.e108433
[19] A. LEPCHAK, S.B. VOESE, S. B. “Evaluation of the efficiency of logistics activities using Data Envelopment Analysis (DEA)”. Gestão & Produção, vol. 27, no. 1, p. e3371, 2020. https://doi.org/10.1590/0104-530X3371-20
[20] P.F. LEE, W.S. LAM, W.H. LAM. “Performance Evaluation of the Efficiency of Logistics Companies with Data Envelopment Analysis Model”. Mathematics, vol. 11, 2023.