{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,22]],"date-time":"2026-04-22T14:41:16Z","timestamp":1776868876595,"version":"3.51.2"},"reference-count":43,"publisher":"Springer Science and Business Media LLC","issue":"1-2","license":[{"start":{"date-parts":[[2018,11,24]],"date-time":"2018-11-24T00:00:00Z","timestamp":1543017600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Ann Oper Res"],"published-print":{"date-parts":[[2020,3]]},"DOI":"10.1007\/s10479-018-3105-7","type":"journal-article","created":{"date-parts":[[2018,11,24]],"date-time":"2018-11-24T08:46:10Z","timestamp":1543049170000},"page":"703-717","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":21,"title":["Assessment of the technical efficiency of Brazilian logistic operators using data envelopment analysis and one inflated beta regression"],"prefix":"10.1007","volume":"286","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3389-4269","authenticated-orcid":false,"given":"Murilo","family":"Wohlgemuth","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0220-4907","authenticated-orcid":false,"given":"Carlos Ernani","family":"Fries","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8332-8877","authenticated-orcid":false,"given":"\u00c2ngelo M\u00e1rcio Oliveira","family":"Sant\u2019Anna","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ricardo","family":"Giglio","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9210-8622","authenticated-orcid":false,"given":"Diego Castro","family":"Fettermann","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,11,24]]},"reference":[{"key":"3105_CR1","volume-title":"Modeling data irregularities and structural complexities in data envelopment analysis","author":"N Adler","year":"2007","unstructured":"Adler, N., & Golany, B. (2007). PCA\u2013DEA. In J. Zhu & W. D. Cook (Eds.), Modeling data irregularities and structural complexities in data envelopment analysis. Boston, MA: Springer."},{"issue":"1","key":"3105_CR2","doi-asserted-by":"publisher","first-page":"273","DOI":"10.1016\/j.ejor.2009.03.050","volume":"202","author":"N Adler","year":"2010","unstructured":"Adler, N., & Yazhemsky, E. (2010). Improving discrimination in data envelopment analysis: PCA\u2013DEA or variable reduction. European Journal of Operational Research,202(1), 273\u2013284.","journal-title":"European Journal of Operational Research"},{"key":"3105_CR3","doi-asserted-by":"publisher","first-page":"69","DOI":"10.1016\/j.omega.2014.05.009","volume":"49","author":"A Aguezzoul","year":"2014","unstructured":"Aguezzoul, A. (2014). Third-party logistics selection problem: A literature review on criteria and methods. Omega,49, 69\u201378.","journal-title":"Omega"},{"issue":"5","key":"3105_CR4","doi-asserted-by":"publisher","first-page":"833","DOI":"10.1016\/j.trc.2011.02.005","volume":"19","author":"E Aktas","year":"2011","unstructured":"Aktas, E., Agaran, B., Ulengin, F., & Onsel, S. (2011). The use of outsourcing logistics activities: The case of turkey. Transportation Research Part C: Emerging Technologies,19(5), 833\u2013852.","journal-title":"Transportation Research Part C: Emerging Technologies"},{"issue":"3","key":"3105_CR5","doi-asserted-by":"publisher","first-page":"316","DOI":"10.1108\/17410390510591996","volume":"18","author":"E Aktas","year":"2005","unstructured":"Aktas, E., & Ulengin, F. (2005). Outsourcing logistics activities in Turkey. Journal of Enterprise Information Management,18(3), 316\u2013329.","journal-title":"Journal of Enterprise Information Management"},{"issue":"9","key":"3105_CR6","doi-asserted-by":"publisher","first-page":"1078","DOI":"10.1287\/mnsc.30.9.1078","volume":"30","author":"RD Banker","year":"1984","unstructured":"Banker, R. D., Charnes, A., & Cooper, W. W. (1984). Some models for estimating technical and scale inefficiencies in data envelopment analysis. Management Science,30(9), 1078\u20131092.","journal-title":"Management Science"},{"key":"3105_CR7","unstructured":"Banker, R., Natarajan, R., & Zhang, D. (2015). Estimation of the impact of contextual variables in stochastic frontier production function models using data envelopment analysis: Two-stage versus bootstrap approaches. Working paper, Temple University."},{"key":"3105_CR9","first-page":"38","volume":"252","author":"OD Castro Jr","year":"2015","unstructured":"Castro, O. D., Jr. (2015). Performance of logistics operators 2007\u20132015. Revista Tecnolog\u00edstica,252, 38\u201349.","journal-title":"Revista Tecnolog\u00edstica"},{"key":"3105_CR10","volume-title":"Center for studies in logistics. Logistics overview: Outsourcing logistics in Brazil","author":"CEL","year":"2009","unstructured":"CEL. (2009). Center for studies in logistics. Logistics overview: Outsourcing logistics in Brazil. Rio de Janeiro: CEL\/COPPEAD."},{"issue":"6","key":"3105_CR11","doi-asserted-by":"publisher","first-page":"429","DOI":"10.1016\/0377-2217(78)90138-8","volume":"2","author":"A Charnes","year":"1978","unstructured":"Charnes, A., Cooper, W. W., & Rhodes, E. (1978). Measuring the efficiency of decision making units. European Journal of Operational Research,2(6), 429\u2013444.","journal-title":"European Journal of Operational Research"},{"key":"3105_CR13","volume-title":"An introduction to efficiency and productivity analysis","author":"TJ Coelli","year":"2005","unstructured":"Coelli, T. J., Rao, D. S. P., O\u2019Donnell, C. J., & Battese, G. E. (2005). An introduction to efficiency and productivity analysis (2nd ed.). New York: Springer.","edition":"2"},{"key":"3105_CR15","doi-asserted-by":"crossref","DOI":"10.1007\/978-0-387-45283-8","volume-title":"Data envelopment analysis, a comprehensive text with models, applications, references and DEA-solver software","author":"WW Cooper","year":"2007","unstructured":"Cooper, W. W., Seiford, L. M., & Tone, K. (2007). Data envelopment analysis, a comprehensive text with models, applications, references and DEA-solver software (2nd ed.). New York: Springer.","edition":"2"},{"issue":"1","key":"3105_CR16","doi-asserted-by":"publisher","first-page":"40","DOI":"10.4018\/ijcfa.2014010103","volume":"1","author":"I Dokas","year":"2014","unstructured":"Dokas, I., Giokas, D., & Tsamis, A. (2014). Liquidity efficiency in the Greek listed firms: A financial ratio based on data envelopment analysis. International Journal of Corporate Finance and Accounting (IJCFA),1(1), 40\u201359.","journal-title":"International Journal of Corporate Finance and Accounting (IJCFA)"},{"key":"3105_CR17","doi-asserted-by":"publisher","first-page":"245","DOI":"10.1016\/S0377-2217(00)00149-1","volume":"132","author":"R Dyson","year":"2001","unstructured":"Dyson, R., Allen, R., Camanho, A. S., Podinovski, V. V., Sarrico, C. S., & Shale, E. A. (2001). Pitfalls and protocols in DEA. European Journal of Operational Research,132, 245\u2013259.","journal-title":"European Journal of Operational Research"},{"issue":"1","key":"3105_CR18","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1108\/09574090610663437","volume":"17","author":"P Evangelista","year":"2006","unstructured":"Evangelista, P., & Sweeney, E. (2006). Technology usage in the supply chain: The case of small 3PLs. The International Journal of Logistics Management,17(1), 55\u201374.","journal-title":"The International Journal of Logistics Management"},{"issue":"7","key":"3105_CR19","doi-asserted-by":"publisher","first-page":"799","DOI":"10.1080\/0266476042000214501","volume":"31","author":"S Ferrari","year":"2004","unstructured":"Ferrari, S., & Cribari-Neto, F. (2004). Beta regression for modelling rates and proportions. Journal of Applied Statistics,31(7), 799\u2013815.","journal-title":"Journal of Applied Statistics"},{"key":"3105_CR20","unstructured":"Fries, C. E. (2013). Evaluation of the impact of the use of information and communication technologies on the efficiency of logistic service providers. 193 f. Ph.D. thesis. Industrial and Systems Engineering, Federal University of Santa Catarina, Florian\u00f3polis, Brazil."},{"issue":"4","key":"3105_CR22","doi-asserted-by":"publisher","first-page":"690","DOI":"10.1108\/IMDS-05-2015-0180","volume":"116","author":"K Govindan","year":"2016","unstructured":"Govindan, K., Khodaverdi, R., & Vafadarnikjoo, A. (2016). A grey DEMATEL approach to develop third-party logistics provider selection criteria. Industrial Management & Data Systems,116(4), 690\u2013722.","journal-title":"Industrial Management & Data Systems"},{"key":"3105_CR23","first-page":"394","volume-title":"Service management and marketing: A customer relationship management approach","author":"C Gr\u00f6nroos","year":"2000","unstructured":"Gr\u00f6nroos, C. (2000). Service management and marketing: A customer relationship management approach (p. 394). London, UK: Wiley."},{"key":"3105_CR24","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1016\/j.jclepro.2014.05.040","volume":"96","author":"P Guarnieri","year":"2015","unstructured":"Guarnieri, P., Sobreiro, V. A., Nagano, M. S., & Serrano, A. L. M. (2015). The challenge of selecting and evaluating third-party reverse logistics providers in a multicriteria perspective: A Brazilian case. Journal of Cleaner Production,96, 209\u2013219.","journal-title":"Journal of Cleaner Production"},{"key":"3105_CR25","volume-title":"Multivariate data analysis","author":"JF Hair","year":"2010","unstructured":"Hair, J. F., Anderson, R. E., Tatham, R. L., & Black, W. C. (2010). Multivariate data analysis (7th ed.). New Jersey: Prentice Hall.","edition":"7"},{"issue":"1","key":"3105_CR26","doi-asserted-by":"publisher","first-page":"425","DOI":"10.1016\/j.ejor.2006.05.019","volume":"181","author":"A Hoff","year":"2007","unstructured":"Hoff, A. (2007). Second stage DEA: Comparison of approaches for modeling the DEA score. European Journal of Operational Research,181(1), 425\u2013435.","journal-title":"European Journal of Operational Research"},{"issue":"3","key":"3105_CR27","doi-asserted-by":"publisher","first-page":"287","DOI":"10.1504\/IJLSM.2012.049700","volume":"13","author":"P Hosie","year":"2012","unstructured":"Hosie, P., Sundarakani, B., Tan, A. W. K., & Ko\u017alak, A. (2012). Determinants of fifth party logistics (5PL): Service providers for supply chain management. International Journal of Logistics Systems and Management,13(3), 287\u2013316.","journal-title":"International Journal of Logistics Systems and Management"},{"key":"3105_CR28","doi-asserted-by":"publisher","DOI":"10.1007\/s10479-017-2626-9","author":"CE Hou","year":"2017","unstructured":"Hou, C. E., Lu, W. M., & Hung, S. W. (2017). Does CSR matter? Influence of corporate social responsibility on corporate performance in the creative industry. Annals of Operations Research. https:\/\/doi.org\/10.1007\/s10479-017-2626-9 .","journal-title":"Annals of Operations Research"},{"key":"3105_CR29","first-page":"2014","volume-title":"Institute of logistics and supply chain","author":"Ilos","year":"2014","unstructured":"Ilos. (2014). Institute of logistics and supply chain (p. 2014). Rio de Janeiro: ILOS."},{"key":"3105_CR30","volume-title":"Continuous univariate distributions","author":"NL Johnson","year":"1995","unstructured":"Johnson, N. L., Kotz, S., & Balakrishnan, N. (1995). Continuous univariate distributions (2nd ed.). New York: Wiley.","edition":"2"},{"issue":"5","key":"3105_CR32","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1016\/j.tre.2004.01.002","volume":"40","author":"KH Lai","year":"2004","unstructured":"Lai, K. H. (2004). Service capability and performance of logistics service providers. Transportation Research Part E: Logistics and Transportation Review,40(5), 385\u2013399.","journal-title":"Transportation Research Part E: Logistics and Transportation Review"},{"issue":"1","key":"3105_CR33","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/j.omega.2010.12.006","volume":"41","author":"JS Liu","year":"2013","unstructured":"Liu, J. S., Lu, L. Y., Lu, W. M., & Lin, B. J. (2013). Data envelopment analysis 1978\u20132010: A citation-based literature survey. Omega,41(1), 3\u201315.","journal-title":"Omega"},{"issue":"2","key":"3105_CR34","doi-asserted-by":"publisher","first-page":"792","DOI":"10.1016\/j.ejor.2008.07.039","volume":"197","author":"J McDonald","year":"2009","unstructured":"McDonald, J. (2009). Using least squares and Tobit in second stage DEA efficiency analyses. European Journal of Operational Research,197(2), 792\u2013798.","journal-title":"European Journal of Operational Research"},{"issue":"2","key":"3105_CR35","doi-asserted-by":"publisher","first-page":"318","DOI":"10.2307\/1924766","volume":"62","author":"JF McDonald","year":"1980","unstructured":"McDonald, J. F., & Moffitt, R. A. (1980). The uses of Tobit analysis. The review of economics and statistics. The Review of Economics and Statistics,62(2), 318\u2013321.","journal-title":"The Review of Economics and Statistics"},{"issue":"4","key":"3105_CR36","doi-asserted-by":"crossref","first-page":"5","DOI":"10.2307\/20713719","volume":"47","author":"JE Mello","year":"2008","unstructured":"Mello, J. E., Stank, T. P., & Esper, T. L. (2008). A model of logistics outsourcing strategy. Transportation Journal,47(4), 5\u201325.","journal-title":"Transportation Journal"},{"issue":"2","key":"3105_CR37","first-page":"159","volume":"18","author":"S Mitra","year":"2006","unstructured":"Mitra, S. (2006). A survey of third-party logistics (3PL) service providers in India. IIMB Management Review,18(2), 159\u2013174.","journal-title":"IIMB Management Review"},{"key":"3105_CR38","volume-title":"Data envelopment analysis: The assessment of performance","author":"M Norman","year":"1991","unstructured":"Norman, M., & Stoker, B. (1991). Data envelopment analysis: The assessment of performance. New York: Wiley."},{"key":"3105_CR39","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1007\/s00362-008-0125-4","volume":"51","author":"R Ospina","year":"2010","unstructured":"Ospina, R., & Ferrari, S. L. P. (2010). Inflated beta distributions. Statistical Papers,51, 111\u2013126.","journal-title":"Statistical Papers"},{"issue":"6","key":"3105_CR40","doi-asserted-by":"publisher","first-page":"1609","DOI":"10.1016\/j.csda.2011.10.005","volume":"56","author":"R Ospina","year":"2012","unstructured":"Ospina, R., & Ferrari, S. L. (2012). A general class of zero-or-one inflated beta regression models. Computational Statistics & Data Analysis,56(6), 1609\u20131623.","journal-title":"Computational Statistics & Data Analysis"},{"key":"3105_CR42","volume-title":"Pesquisa de custos log\u00edsticos no Brasil","author":"P Resende","year":"2016","unstructured":"Resende, P., Sousa, P. R., & Oliveira, P. (2016). Pesquisa de custos log\u00edsticos no Brasil. Brasil: Funda\u00e7\u00e3o Dom Cabral."},{"key":"3105_CR43","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1016\/0377-0427(87)90125-7","volume":"20","author":"PJ Rousseeuw","year":"1987","unstructured":"Rousseeuw, P. J. (1987). Silhouettes: A graphical aid to the interpretation and validation of cluster analysis. Journal of Computational and Applied Mathematics,20, 53\u201365.","journal-title":"Journal of Computational and Applied Mathematics"},{"issue":"1","key":"3105_CR44","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1016\/j.eswa.2013.07.010","volume":"41","author":"S Senthil","year":"2014","unstructured":"Senthil, S., Srirangacharyulu, B., & Ramesh, A. (2014). A robust hybrid multi-criteria decision making methodology for contractor evaluation and selection in third-party reverse logistics. Expert Systems with Applications,41(1), 50\u201358.","journal-title":"Expert Systems with Applications"},{"issue":"1","key":"3105_CR45","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1016\/j.jeconom.2005.07.009","volume":"136","author":"L Simar","year":"2007","unstructured":"Simar, L., & Wilson, P. W. (2007). Estimation and inference in two-stage, semi-parametric models of production processes. Journal of econometrics,136(1), 31\u201364.","journal-title":"Journal of econometrics"},{"key":"3105_CR46","volume-title":"Using multivariate statistics","author":"BG Tabachnick","year":"2013","unstructured":"Tabachnick, B. G., & Fidell, L. S. (2013). Using multivariate statistics (6th ed.). New York: Pearson Education.","edition":"6"},{"issue":"1","key":"3105_CR47","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1007\/s10479-011-0938-8","volume":"228","author":"J Wu","year":"2015","unstructured":"Wu, J., & Zhou, Z. (2015). A mixed-objective integer DEA model. Annals of Operations Research,228(1), 81\u201395.","journal-title":"Annals of Operations Research"},{"key":"3105_CR48","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1016\/j.ijpe.2016.01.022","volume":"175","author":"Q Yang","year":"2016","unstructured":"Yang, Q., Zhao, X., Yeung, H. Y. J., & Liu, Y. (2016). Improving logistics outsourcing performance through transactional and relational mechanisms under transaction uncertainties: Evidence from China. International Journal of Production Economics,175, 12\u201323.","journal-title":"International Journal of Production Economics"},{"issue":"1","key":"3105_CR49","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1111\/j.2158-1592.2011.01004.x","volume":"32","author":"ZG Zacharia","year":"2011","unstructured":"Zacharia, Z. G., Sanders, N. R., & Nix, N. W. (2011). The emerging role of the third-party logistics provider (LSP) as an Orchestrator. Journal of Business Logistics,32(1), 40\u201354.","journal-title":"Journal of Business Logistics"}],"container-title":["Annals of Operations Research"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10479-018-3105-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10479-018-3105-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10479-018-3105-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,6]],"date-time":"2022-09-06T21:08:15Z","timestamp":1662498495000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10479-018-3105-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,11,24]]},"references-count":43,"journal-issue":{"issue":"1-2","published-print":{"date-parts":[[2020,3]]}},"alternative-id":["3105"],"URL":"https:\/\/doi.org\/10.1007\/s10479-018-3105-7","relation":{},"ISSN":["0254-5330","1572-9338"],"issn-type":[{"value":"0254-5330","type":"print"},{"value":"1572-9338","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,11,24]]},"assertion":[{"value":"24 November 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}