A multinomial logistic regression model for public transportation use in a medium-sized Brazilian city

Marianna Lucinda de Oliveira, Josiane Palma Lima
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Abstract

Paper aims This paper addresses the influence of socioeconomic, quality, built environment, and safety variables on the demand for public transportation service. Originality This study covers a differentiated and little explored analysis in the literature on the frequency of use of public transport, using different exploratory variables and characteristics of the urban environment. Research method A sample of 274 bus users was obtained and the multinomial logistic regression method was performed to analyze how different variables impact frequency of use public transportation. Main findings The use of public transportation to work and study, transportation vouchers, distance traveled to central business and accessibility were strongly associated with more frequency of public transportation use. Owning a vehicle, and dissatisfaction with fare and bus schedules led to less frequent use. Implications for theory and practice This study corroborate with literature, where the public transportation is not the main mode of transportation due: private vehicle ownership; dissatisfaction with the public transportation; very low household income; no tariff subsidy; and difficulties in accessing bus stops. In practice, it can aid public transport providers to promote strategies to increase demand and improve service. It also advises government bodies on encouraging sustainable mobility, bringing benefits to society.
巴西某中型城市公共交通使用的多项逻辑回归模型
本文探讨了社会经济、质量、建筑环境和安全变量对公共交通服务需求的影响。本研究采用不同的探索变量和城市环境特征,对公共交通使用频率进行了文献中差异化的、较少探索的分析。研究方法以274名公交用户为样本,采用多项logistic回归方法分析不同变量对公交出行频率的影响。使用公共交通工具工作和学习、交通代金券、前往中心业务的距离和可达性与使用公共交通工具的频率密切相关。拥有一辆车,以及对票价和公交时刻表的不满导致使用频率降低。本研究与文献证实,公共交通不是主要的交通方式,因为:私人车辆所有权;对公共交通的不满;家庭收入极低;无关税补贴;还有去公交车站的困难。在实践中,它可以帮助公共交通供应商促进增加需求和改善服务的战略。它还建议政府机构鼓励可持续的流动性,为社会带来好处。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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