Severity of traffic accidents in Ecuador

Authors

DOI:

https://doi.org/10.55204/trc.v4i1.e290

Keywords:

Severidad, accidentes de tránsito, árboles de decisión

Abstract

This research aims to analyze the severity of traffic accidents in Ecuador by identifying intervening factors, and applying statistical models in the identification of accident patterns. The study focused on 94 traffic accidents involving buses between 2017 and 2018. A methodology was used that included the analysis of variables grouped into four main categories: infrastructure, vehicle, environment and human factor. Through CART and Random Forest Decision Trees, the most significant variables were determined to analyze the severity of the accident. Among the results, it was determined that the severity associated with the type of natural shoulder is high with a probability of 92.3%, likewise, when the place of the accident is on a curve or straight, the severity associated with the type of accident such as the reach of the bus, overturning on the roadway, leaving the road and overturning is high with 83.3%. In conclusion, the study highlights that the accident patterns identified as highly severe traffic accidents in the Ecuadorian context include situations where the shoulder is in poor condition, the accident manifests itself as a rollover and occurs in curved sections of the road.

Downloads

Download data is not yet available.

References

OMS. Sistema de datos. Manual de seguridad vial para decisores y profesionales. [Internet]. 2010 [cited 2023 Nov 7]. Available from: https://www.luchemos.org.ar/images/Extranjero/ManualOMSSistDatosesp.pdf

OMS. Traumatismos causados por el tránsito [Internet]. 2022 [cited 2023 Nov 7]. Available from: http://www.who.int/mediacentre/factsheets/fs358/en/

OMS. Informe sobre la situación mundial de la seguridad vial 2015: resumen [Internet]. 2015 [cited 2023 Nov 7]. Available from: https://iris.who.int/handle/10665/354365?&locale-attribute=pt

DGT. Las Principales Cifras de la Siniestralidad Vial. España. 2017 [Internet]. 2017 [cited 2023 Nov 7]. Available from: https://www.dgt.es/export/sites/web-DGT/.galleries/downloads/dgt-en-cifras/publicaciones/Principales_Cifras_Siniestralidad/Las-principales-cifras-de-la-siniestralidad-vial-2017.pdf

DGT. Las Principales Cifras de la Siniestralidad Vial. España. 2018. [Internet]. 2018 [cited 2023 Nov 7]. Available from: https://www.dgt.es/export/sites/web-DGT/.galleries/Images/notas-de-prensa/2020/no-valen-excusas-el-cinturon-es-un-seguro-de-vida/Las-principales-cifras-de-la-Siniestralidad-Vial-Espana-2018.pdf

Rivas Luna JL, Santos Rodríguez D. Factores de riesgo que inciden en los accidentes de tránsito en el Ecuador [Internet]. 2019 [cited 2023 Nov 7]. Available from: http://repositorio.ug.edu.ec/handle/redug/43772

Espinosa Guajala JP, Mena Andrade RE. Determinación de las variables influyentes en la accidentabilidad de autobuses interprovinciales en el Ecuador mediante el método CART [Internet]. 2019 [cited 2023 Nov 7]. Available from: http://dspace.ups.edu.ec/handle/123456789/17963

Barros Barzallo EM, Vicuña Criollo RD. Propuesta para mejoramiento de la seguridad activa y pasiva de los vehículos de la ciudad de Loja. 2010 [cited 2023 Nov 7]; Available from: http://dspace.uazuay.edu.ec/handle/datos/5085

Breiman L, Friedman JH, Olshen RA, Stone CJ. Classification and regression trees [Internet]. Classification and Regression Trees. CRC Press; 1984 [cited 2023 Nov 7]. 1–358 p. Available from: https://www.taylorfrancis.com/books/mono/10.1201/9781315139470/classification-regression-trees-leo-breiman

Pillajo Quijia GP, Arenas Ramirez B del V, Izquierdo FA. Análisis de severidad de accidentes con implicación de una furgoneta con modelos de clasificación y bosques aleatorios [Internet]. 2018 [cited 2023 Nov 7]. Available from: https://www.researchgate.net/publication/339302744_ANALISIS_DE_SEVERIDAD_DE_ACCIDENTES_CON_IMPLICACION_DE_UNA_FURGONETA_CON_MODELOS_DE_CLASIFICACION_Y_BOSQUES_ALEATORIOS

Zhang H, Singer BH. Recursive Partitioning and Applications. 2010 [cited 2023 Nov 7]; Available from: https://link.springer.com/10.1007/978-1-4419-6824-1

Vial II de S. V Asamblea Anual. In 2016. p. 3. Available from https://www.oisevi.org/a/index.php/noticias/item/265-declaracion-de-la-v-asamblea-general-el-oisevi-realizada-en-cartagena-de-indias-colombia-el-31-de-marzo-y-1-de-abril-de-2016

NCAP L. LATIN NCAP [Internet]. 2022. p. 4. Available from: https://www.latinncap.com/es/

Tránsito AN de. Agencia Nacional de Transito [Internet]. 2022. Available from: https://www.ant.gob.ec/resoluciones/resoluciones-anos-anteriores/

Censos IN de E y. Anuario de Transporte [Internet]. 2016. p. 61. Available from: https://www.ecuadorencifras.gob.ec/documentos/web-inec/Estadisticas_Economicas/Estadistica de Transporte/2016/2016_AnuarioTransportes_ Principales Resultados.pdf

Censos IN de E y. Anuario de Transporte [Internet]. 2017. p. 51. Available from: https://www.ecuadorencifras.gob.ec/documentos/web-inec/Estadisticas_Economicas/Estadistica de Transporte/2017/2017_TRANSPORTE_PRESENTACION.pdf

Censos IN de E y. Anuario de Transporte [Internet]. 2018. p. 35. Available from: https://www.ecuadorencifras.gob.ec/documentos/web-inec/Estadisticas_Economicas/Estadistica de Transporte/2018/2018_ANET_PPT.pdf

Censos IN de E y. Anuario de Transporte [Internet]. 2022. p. 12. Available from: https://www.ecuadorencifras.gob.ec/documentos/web-inec/Estadisticas_Economicas/Estadistica de Transporte/2018/2018_ANET_PPT.pdf

Pérez-Planells L, Delegido J, Rivera-Caicedo JP, Verrelst J. Análisis de métodos de validación cruzada para la obtención robusta de parámetros biofísicos. Rev Teledetec. 2015;2015(44):55–65.

W J. Minería de Datos [Internet]. 2019. Available from: https://www.learnbymarketing.com/tutorials/rpart-decision-trees-in-r/

ANT AN de T del E–. Visor de Siniestralidad Nacional del Ecuador [Internet]. 2023. Available from: https://www.ant.gob.ec/estadisticas-siniestros-de-transito-prueba/

Artigas C, UN. ECLAC. La Autoridad Internacional de los Fondos Marinos : un nuevo espacio para el aporte del Grupo de Países Latinoamericanos y Caribeños (GRULAC). 2000. 52 p.

Planzer R. La seguridad vial en la región de América Latina y el Caribe. [Internet]. Vol. 17, Ingeniare Revista chilena de ingenier. 2002. 1–79 p. Available from: http://www.eclac.org/publicaciones/xml/9/19539/lcl2169e.pdf

Downloads

Published

2024-01-15

Issue

Section

Original Research Articles

How to Cite

Toalombo Vargas, V. M., & Montalvo Márquez, F. J. (2024). Severity of traffic accidents in Ecuador. Tesla Revista Científica, 4(1), e290. https://doi.org/10.55204/trc.v4i1.e290