The efficiency of Brazilian railway system: an application of Data Envelopment Analysis

Bibliographic Details
Main Author: Brum, Maria Cecilia da Silva
Publication Date: 2022
Other Authors: Alves, Tiago Wickstrom
Format: Article
Language: eng
Source: Revista Ambiente Contábil
Download full: https://periodicos.ufrn.br/ambiente/article/view/27714
Summary: Purpose: To analyze the technical efficiency of Brazilian railway companies. Methodology: The technical efficiency of Brazilian railway companies was analyzed through Data Envelopment Analysis (DEA), using the window analysis approach, and considering the Variable Returns of Scale model. The study examined eight companies during a five-year period, which totalizes 90% of the railway passengers in that timespan. The main inputs and outputs of railway systems referred in the international literature were used as variables. Results: Only railway companies classified as large can be considered technically efficient. Among them, São Paulo’s metro system was the only one that remained efficient throughout the years analyzed. Medium-sized companies were inefficient in all years of the sample, showing the necessity to reduce their inputs by an average of 19% in order to become technically efficient. The inclusion of financial variable as an input did not significantly change the efficiency indexes assessed. The study reveals the prevalence of increasing returns to scale in the Brazilian railway system. Contributions of the Study: This study identifies potential improvements for the companies considered inefficient and reveals they are medium-sized and state-owned, with high-cost financing from government resources. It is also a benchmark for further research on the topic, given the importance of identifying the effect of funding transport operations with government resources on companies’ efficiency. In this context, considering this study identifies the prevalence of increasing returns to scale in the Brazilian railway system, it contributes to the analysis of public policies associated with population access to this means of transportation, as constant returns to scale suggests that production increase, which has the number of carried passengers as the main variable, can generate benefits for the companies in terms of efficiency.
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spelling The efficiency of Brazilian railway system: an application of Data Envelopment AnalysisEficiencia del sistema de transporte metro-ferroviario brasileño: una aplicación del Análisis Envolvente de DatosEficiência do sistema de transporte metroferroviário brasileiro: uma aplicação da Análise Envoltória de Dados efficiency, railway transport, DEA..The efficiency of Brazilian railway system: an application of Data Envelopment Analysis.eficiencia, transporte metro-ferroviario, DEA..Eficiencia del sistema de transporte metro-ferroviario brasileño: una aplicación del Análisis Envolvente de Datos.eficiência, transporte metroferroviário, DEA..Eficiência do sistema de transporte metroferroviário brasileiro: uma aplicação da Análise Envoltória de Dados .Purpose: To analyze the technical efficiency of Brazilian railway companies. Methodology: The technical efficiency of Brazilian railway companies was analyzed through Data Envelopment Analysis (DEA), using the window analysis approach, and considering the Variable Returns of Scale model. The study examined eight companies during a five-year period, which totalizes 90% of the railway passengers in that timespan. The main inputs and outputs of railway systems referred in the international literature were used as variables. Results: Only railway companies classified as large can be considered technically efficient. Among them, São Paulo’s metro system was the only one that remained efficient throughout the years analyzed. Medium-sized companies were inefficient in all years of the sample, showing the necessity to reduce their inputs by an average of 19% in order to become technically efficient. The inclusion of financial variable as an input did not significantly change the efficiency indexes assessed. The study reveals the prevalence of increasing returns to scale in the Brazilian railway system. Contributions of the Study: This study identifies potential improvements for the companies considered inefficient and reveals they are medium-sized and state-owned, with high-cost financing from government resources. It is also a benchmark for further research on the topic, given the importance of identifying the effect of funding transport operations with government resources on companies’ efficiency. In this context, considering this study identifies the prevalence of increasing returns to scale in the Brazilian railway system, it contributes to the analysis of public policies associated with population access to this means of transportation, as constant returns to scale suggests that production increase, which has the number of carried passengers as the main variable, can generate benefits for the companies in terms of efficiency.Objetivo: Analizar la eficiencia técnica de las empresas de metro en Brasil. Metodología: La eficiencia técnica de las empresas de transporte metro-ferroviario en Brasil fue analizada a través del Análisis Envolvente de Datos (DEA), apoyado por el Análisis de Ventana y considerando el modelo de retornos variables. El estudio abarcó un período de cinco años, para ocho empresas que representan el 90% de los pasajeros transportados en el sistema metro-ferroviario. Como variables se utilizaron los principales insumos y productos del transporte metro-ferroviario referenciados en la literatura internacional. Resultados: Solo las empresas de metro clasificadas como grandes son técnicamente eficientes y, entre ellas, solo Metrô SP se ha mantenido eficiente en todos los años analizados. Las empresas medianas resultaron ineficientes en todos los años de la muestra, con la necesidad de una reducción promedio del 19% en los insumos para ser técnicamente eficientes. La inclusión de variables financieras como input no tuvo un impacto significativo en los índices de eficiencia calculados. El estudio revela que prevalecen rendimientos crecientes a escala en el sistema de transporte metro-ferroviario brasileño. Contribuciones del Estudio: El estudio identifica posibles mejoras para las empresas consideradas ineficientes y revela que son empresas públicas de tamaño mediano, con altos niveles de financiamiento de sus costos a través de recursos gubernamentales, sirviendo este estudio de referencia para ampliar la investigación sobre el tema, dada la relevancia de identificar el efecto de costear las operaciones de transporte a través de recursos gubernamentales sobre la eficiencia de las empresas. En esta línea, al identificar que el sistema de transporte metro-ferroviario brasileño es predominante en los rendimientos crecientes a escala, este estudio contribuye al análisis de las políticas públicas vinculadas al acceso de la población a este transporte, ya que los rendimientos crecientes sugieren que el aumento de la producción, que tiene como variable principal el número de pasajeros transportados, puede generar beneficios en cuanto a la eficiencia de las empresas.Objetivo: Analisar a eficiência técnica das empresas metroferroviárias brasileiras. Metodologia: Foi analisada a eficiência técnica das empresas metroferroviárias brasileiras por meio da Análise Envoltória de Dados (DEA), com suporte na Análise de Janelas e considerando o modelo de retornos variáveis. O estudo contemplou um período de cinco anos, para oito empresas que totalizam 90% dos passageiros transportados no sistema metroferroviário. Como variáveis foram utilizados os principais insumos e produtos do transporte metroferroviário referenciados na literatura internacional. Resultados: São tecnicamente eficientes apenas as empresas metroferroviárias classificadas como de grande porte e dentre estas somente o Metrô SP se manteve eficiente em todos os anos analisados. As empresas de médio porte apresentaram-se ineficientes em todos os anos da amostra, sendo identificada a necessidade de redução média de 19% nos insumos para que estas se tornem tecnicamente eficientes. A inclusão de variável financeira como insumo não teve reflexo significativo nos índices de eficiência apurados. O estudo revela que prepondera no sistema de transporte metroferroviário brasileiro retornos crescentes de escala. Contribuições do Estudo: O estudo identifica melhorias potenciais para as empresas consideradas ineficientes e revela que estas são empresas públicas de médio porte, com altos níveis de financiamento dos seus custos por meio de recursos governamentais, servindo este estudo de referência para ampliar a pesquisa sobre o tema, dada a relevância de se identificar o efeito do custeio das operações do transporte por meio de recursos governamentais sobre a eficiência das empresas. Nessa esteira, ao identificar que prepondera no sistema de transporte metroferroviário brasileiro retornos crescentes de escala, este estudo contribui para a análise de políticas públicas vinculadas ao acesso da população a este transporte, uma vez que retornos crescentes sugerem que o aumento da produção, que tem como principal variável o número de passageiros transportados, pode gerar benefícios quanto à eficiência das empresas.Portal de Periódicos Eletrônicos da UFRN2022-01-06info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://periodicos.ufrn.br/ambiente/article/view/2771410.21680/2176-9036.2022v14n1ID27714REVISTA AMBIENTE CONTÁBIL - Universidade Federal do Rio Grande do Norte; Vol. 14 No. 1 (2022): Jan./Jun.REVISTA AMBIENTE CONTÁBIL - Universidade Federal do Rio Grande do Norte; Vol. 14 Núm. 1 (2022): Jan./Jun.REVISTA AMBIENTE CONTÁBIL - Universidade Federal do Rio Grande do Norte - ISSN 2176-9036; v. 14 n. 1 (2022): Jan./Jun.2176-903610.21680/2176-9036.2022v14n1reponame:Revista Ambiente Contábilinstname:Universidade Federal do Rio Grande do Norte (UFRN)instacron:UFRNenghttps://periodicos.ufrn.br/ambiente/article/view/27714/15307Copyright (c) 2022 REVISTA AMBIENTE CONTÁBIL - Universidade Federal do Rio Grande do Norte - ISSN 2176-9036http://creativecommons.org/licenses/by-nc-sa/4.0info:eu-repo/semantics/openAccessBrum, Maria Cecilia da Silva Alves, Tiago Wickstrom 2023-01-18T22:47:09Zoai:periodicos.ufrn.br:article/27714Revistahttps://periodicos.ufrn.br/ambientePUBhttps://periodicos.ufrn.br/ambiente/oai||prof.mauriciocsilva@gmail.com2176-90362176-9036opendoar:2023-01-18T22:47:09Revista Ambiente Contábil - Universidade Federal do Rio Grande do Norte (UFRN)false
dc.title.none.fl_str_mv The efficiency of Brazilian railway system: an application of Data Envelopment Analysis
Eficiencia del sistema de transporte metro-ferroviario brasileño: una aplicación del Análisis Envolvente de Datos
Eficiência do sistema de transporte metroferroviário brasileiro: uma aplicação da Análise Envoltória de Dados
title The efficiency of Brazilian railway system: an application of Data Envelopment Analysis
spellingShingle The efficiency of Brazilian railway system: an application of Data Envelopment Analysis
Brum, Maria Cecilia da Silva
efficiency, railway transport, DEA..
The efficiency of Brazilian railway system: an application of Data Envelopment Analysis.
eficiencia, transporte metro-ferroviario, DEA..
Eficiencia del sistema de transporte metro-ferroviario brasileño: una aplicación del Análisis Envolvente de Datos.
eficiência, transporte metroferroviário, DEA..
Eficiência do sistema de transporte metroferroviário brasileiro: uma aplicação da Análise Envoltória de Dados .
title_short The efficiency of Brazilian railway system: an application of Data Envelopment Analysis
title_full The efficiency of Brazilian railway system: an application of Data Envelopment Analysis
title_fullStr The efficiency of Brazilian railway system: an application of Data Envelopment Analysis
title_full_unstemmed The efficiency of Brazilian railway system: an application of Data Envelopment Analysis
title_sort The efficiency of Brazilian railway system: an application of Data Envelopment Analysis
author Brum, Maria Cecilia da Silva
author_facet Brum, Maria Cecilia da Silva
Alves, Tiago Wickstrom
author_role author
author2 Alves, Tiago Wickstrom
author2_role author
dc.contributor.author.fl_str_mv Brum, Maria Cecilia da Silva
Alves, Tiago Wickstrom
dc.subject.por.fl_str_mv efficiency, railway transport, DEA..
The efficiency of Brazilian railway system: an application of Data Envelopment Analysis.
eficiencia, transporte metro-ferroviario, DEA..
Eficiencia del sistema de transporte metro-ferroviario brasileño: una aplicación del Análisis Envolvente de Datos.
eficiência, transporte metroferroviário, DEA..
Eficiência do sistema de transporte metroferroviário brasileiro: uma aplicação da Análise Envoltória de Dados .
topic efficiency, railway transport, DEA..
The efficiency of Brazilian railway system: an application of Data Envelopment Analysis.
eficiencia, transporte metro-ferroviario, DEA..
Eficiencia del sistema de transporte metro-ferroviario brasileño: una aplicación del Análisis Envolvente de Datos.
eficiência, transporte metroferroviário, DEA..
Eficiência do sistema de transporte metroferroviário brasileiro: uma aplicação da Análise Envoltória de Dados .
description Purpose: To analyze the technical efficiency of Brazilian railway companies. Methodology: The technical efficiency of Brazilian railway companies was analyzed through Data Envelopment Analysis (DEA), using the window analysis approach, and considering the Variable Returns of Scale model. The study examined eight companies during a five-year period, which totalizes 90% of the railway passengers in that timespan. The main inputs and outputs of railway systems referred in the international literature were used as variables. Results: Only railway companies classified as large can be considered technically efficient. Among them, São Paulo’s metro system was the only one that remained efficient throughout the years analyzed. Medium-sized companies were inefficient in all years of the sample, showing the necessity to reduce their inputs by an average of 19% in order to become technically efficient. The inclusion of financial variable as an input did not significantly change the efficiency indexes assessed. The study reveals the prevalence of increasing returns to scale in the Brazilian railway system. Contributions of the Study: This study identifies potential improvements for the companies considered inefficient and reveals they are medium-sized and state-owned, with high-cost financing from government resources. It is also a benchmark for further research on the topic, given the importance of identifying the effect of funding transport operations with government resources on companies’ efficiency. In this context, considering this study identifies the prevalence of increasing returns to scale in the Brazilian railway system, it contributes to the analysis of public policies associated with population access to this means of transportation, as constant returns to scale suggests that production increase, which has the number of carried passengers as the main variable, can generate benefits for the companies in terms of efficiency.
publishDate 2022
dc.date.none.fl_str_mv 2022-01-06
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://periodicos.ufrn.br/ambiente/article/view/27714
10.21680/2176-9036.2022v14n1ID27714
url https://periodicos.ufrn.br/ambiente/article/view/27714
identifier_str_mv 10.21680/2176-9036.2022v14n1ID27714
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv https://periodicos.ufrn.br/ambiente/article/view/27714/15307
dc.rights.driver.fl_str_mv http://creativecommons.org/licenses/by-nc-sa/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by-nc-sa/4.0
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Portal de Periódicos Eletrônicos da UFRN
publisher.none.fl_str_mv Portal de Periódicos Eletrônicos da UFRN
dc.source.none.fl_str_mv REVISTA AMBIENTE CONTÁBIL - Universidade Federal do Rio Grande do Norte; Vol. 14 No. 1 (2022): Jan./Jun.
REVISTA AMBIENTE CONTÁBIL - Universidade Federal do Rio Grande do Norte; Vol. 14 Núm. 1 (2022): Jan./Jun.
REVISTA AMBIENTE CONTÁBIL - Universidade Federal do Rio Grande do Norte - ISSN 2176-9036; v. 14 n. 1 (2022): Jan./Jun.
2176-9036
10.21680/2176-9036.2022v14n1
reponame:Revista Ambiente Contábil
instname:Universidade Federal do Rio Grande do Norte (UFRN)
instacron:UFRN
instname_str Universidade Federal do Rio Grande do Norte (UFRN)
instacron_str UFRN
institution UFRN
reponame_str Revista Ambiente Contábil
collection Revista Ambiente Contábil
repository.name.fl_str_mv Revista Ambiente Contábil - Universidade Federal do Rio Grande do Norte (UFRN)
repository.mail.fl_str_mv ||prof.mauriciocsilva@gmail.com
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