Understanding the influence of fare reduction on public transport adoption: A study of Lisbon, Portugal

IF 2.4 Q3 TRANSPORTATION
Kelli Silver , André Lopes , David Vale , Nuno Marques da Costa
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Abstract

In Lisbon, a fare reduction policy was implemented with the stated aim of attracting passengers to public transport while combating the negative externalities associated with car usage. However, no external assessment has yet gauged whether fare reduction effectively influenced public transport adoption. This paper evaluates the impact of fare reduction on public transport pass purchasing behavior as a proxy for public transport adoption and overall ridership. It employs a Random Forest machine learning model to explore the factors influencing pass purchasing and the heterogeneity of preferences among different groups. Primary data comes from a survey of over 1,000 Lisbon residents on transport expenditures and daily travel patterns. The findings reveal that fare reduction has a positive, yet limited, effect on public transport pass purchasing. Of those who did not previously purchase a pass, 27% started buying a Lisbon Navegante pass after the reform. Moreover, beyond potential savings, demographic characteristics like age, income, and gender, as well as behavioral patterns such as previous modal choice, significantly affect the likelihood of purchasing a public transport pass. While acknowledging the positive impact of fare reduction, the paper argues that fare reduction alone is unlikely to drive significant public transport adoption or a meaningful shift away from car use in Lisbon. It underscores the need for policymakers and urban planners to consider a broader spectrum of factors that shape travelers’ preferences and behavior.
了解票价降低对公共交通采用的影响:对葡萄牙里斯本的研究
在里斯本,实施了一项票价减免政策,其目的是吸引乘客乘坐公共交通工具,同时打击与汽车使用有关的负面外部性。然而,目前还没有外部评估衡量票价降低是否有效地影响了公共交通的采用。本文评估了票价降低对公共交通通行证购买行为的影响,作为公共交通采用和总体客流量的代理。它采用随机森林机器学习模型来探索影响通行证购买的因素和不同群体之间偏好的异质性。主要数据来自对1000多名里斯本居民的交通支出和日常出行模式的调查。研究结果显示,票价降低对公共交通通行证的购买有积极但有限的影响。在那些之前没有购买通票的人中,27%的人在改革后开始购买里斯本通票。此外,除了潜在的储蓄之外,年龄、收入和性别等人口特征,以及以前的交通方式选择等行为模式,也会显著影响购买公共交通通行证的可能性。虽然承认票价降低的积极影响,但该论文认为,仅靠票价降低不太可能推动里斯本大量采用公共交通工具,也不太可能使里斯本的汽车使用发生有意义的转变。它强调了政策制定者和城市规划者需要考虑影响旅行者偏好和行为的更广泛的因素。
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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来源期刊
CiteScore
5.00
自引率
12.00%
发文量
222
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