Disruptions as catalysts to sustainability? Long-term responses in bike-sharing demand to disruptions during the pandemic

IF 6.8 1区 工程技术 Q1 ECONOMICS
Zihao An , Caroline Mullen , Eva Heinen
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引用次数: 0

Abstract

Understanding the implications of large-scale, prolonged disruptions on travel demand is important for informing the future design of resilient, efficient, and sustainable transport systems. Major disruptions during the COVID-19 pandemic provide an opportunity to shed light on this issue. While contemporaneous responses in such demand amidst these disruptions have been well documented, insights into long-term post-disruption responses remain limited. This research gap challenges the development of a transport policy agenda capable of adapting to and mitigating the enduring consequences of disruptions. This research contributes to this topic by scrutinising long-term responses in bike-sharing demand to major disruptions during the pandemic. It investigates (1) the characteristics of these long-term responses; (2) the discrepancies between the long-term and contemporaneous responses to these disruptions; and (3) the associations of the long-term responses with docking stations’ contextual characteristics. We use 57-month bike-sharing demand data from London, spanning the pre-, amidst-, and post-disruption phases. Utilising pre-disruption data as a baseline and data in subsequent phases as comparisons, we apply Bayesian time-series models for counterfactual analysis to assess bike-sharing demand’s responses.
We find that major disruptions during the pandemic contribute, in the long term, to a more than 20% rise in bike-sharing demand in the post-disruption phase, compared to a counterfactual scenario absent such disruptions. The increase in off-peak hour demand is greater than in peak hour demand. Demand for short- and medium-duration trips increases, whilst that for long-duration trips decreases slightly. However, despite the overall increase in demand post-disruption, the magnitude of this increase flattens over time. Moreover, bike-sharing demand’s long-term responses surpass its contemporaneous responses. Finally, docking stations located in areas with a more diverse land-use mix, higher intersection density, better accessibility to public transport, and a lower percentage of minority population show a larger long-term response in demand. Our findings remain robust while accounting for the confounding impacts of COVID-19 cases post-disruption and the implementation of active travel interventions during the pandemic. We suggest that prolonged disruptions like those during the pandemic may have functioned as catalysts for the uptake of sustainable transport, such as bike-sharing. Yet, our evidence of a diminishing long-term response over time underscores a need for persistent, proactive actions to support sustainable transport after disruptions subside, if the positive response is to be sustained.
破坏是可持续发展的催化剂?大流行期间共享单车需求中断的长期应对措施
了解大规模、长时间的交通中断对出行需求的影响,对未来设计有弹性、高效和可持续的交通系统具有重要意义。COVID-19大流行期间的重大中断为阐明这一问题提供了机会。虽然在这些中断中对这种需求的同期反应已经有了很好的记录,但对中断后长期反应的见解仍然有限。这一研究差距对制定能够适应和减轻交通中断的持久后果的交通政策议程提出了挑战。这项研究通过审查共享单车需求对大流行期间重大中断的长期反应,为这一主题做出了贡献。它调查了(1)这些长期反应的特征;(2)对这些干扰的长期和同期反应之间的差异;(3)长期反应与坞站情境特征的关系。我们使用了伦敦57个月的共享单车需求数据,涵盖了中断前、中断中和中断后的三个阶段。利用破坏前的数据作为基线,随后阶段的数据作为比较,我们应用贝叶斯时间序列模型进行反事实分析,以评估共享单车需求的反应。我们发现,从长远来看,与没有这种中断的反事实情景相比,大流行期间的重大中断会导致中断后阶段的共享单车需求增长20%以上。非高峰时段需求的增长大于高峰时段需求的增长。对中短途旅行的需求增加,而对长途旅行的需求则略有下降。然而,尽管中断后需求总体上有所增加,但随着时间的推移,这种增长的幅度趋于平缓。此外,共享单车需求的长期反应超过了其当时的反应。最后,位于土地利用结构更多样化、十字路口密度更高、公共交通可达性更好、少数民族人口比例更低的地区的停靠站显示出更大的长期需求响应。我们的研究结果仍然有力,同时考虑到疫情后COVID-19病例的混杂影响和大流行期间实施的积极旅行干预措施。我们认为,像大流行期间那样的长期中断可能成为采用可持续交通工具(如共享单车)的催化剂。然而,我们的证据表明,随着时间的推移,长期应对措施正在减少,这强调了在中断消退后,如果要保持积极的应对措施,就需要采取持续的、积极的行动来支持可持续的交通运输。
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来源期刊
CiteScore
13.20
自引率
7.80%
发文量
257
审稿时长
9.8 months
期刊介绍: Transportation Research: Part A contains papers of general interest in all passenger and freight transportation modes: policy analysis, formulation and evaluation; planning; interaction with the political, socioeconomic and physical environment; design, management and evaluation of transportation systems. Topics are approached from any discipline or perspective: economics, engineering, sociology, psychology, etc. Case studies, survey and expository papers are included, as are articles which contribute to unification of the field, or to an understanding of the comparative aspects of different systems. Papers which assess the scope for technological innovation within a social or political framework are also published. The journal is international, and places equal emphasis on the problems of industrialized and non-industrialized regions. Part A''s aims and scope are complementary to Transportation Research Part B: Methodological, Part C: Emerging Technologies and Part D: Transport and Environment. Part E: Logistics and Transportation Review. Part F: Traffic Psychology and Behaviour. The complete set forms the most cohesive and comprehensive reference of current research in transportation science.
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