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Driving change: A comprehensive meta-analysis of community benefits in MaaS deployments across urban and rural landscapes 推动变革:对城市和农村地区 MaaS 部署的社区效益进行综合荟萃分析
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-09-16 DOI: 10.1016/j.jpubtr.2024.100105
Frank Witlox

In the current study, a meta-analysis is performed to synthesize the results of 61 original articles from 2000 to 2022 to quantitatively evaluate the community’s benefits in terms of users and the public sector of a general Mobility as a Service (MaaS) deployment both in rural and urban areas. Results show that such a deployment would be effective in terms of improving accessibility, safety, energy efficiency, employment opportunities, and reducing traffic congestion, but that spatial and temporal contexts play an important role. Moreover, higher community benefits could be reached, and these are the key recommendations, if (i) there is a focus on developing MaaS applications, particularly catering to the booking and shared system needs of disabled individuals, (ii) an expansion of novel mobility services is advanced to areas currently underserved by MaaS, and (iii) MaaS approaches are implemented to further reduce energy consumption, boost employment, and alleviate traffic congestion. The findings have implications for transport users, calling for the introduction of subsidy policies, tax regulations, and redefining public transport to propel MaaS progress. Regional authorities are encouraged to create favorable conditions for MaaS deployment, including improving transport infrastructure to support the mobility system. As MaaS gains traction as a viable alternative to personal vehicles, involving all stakeholders becomes crucial for the success of the emerging MaaS ecosystem.

在本研究中,我们对 2000 年至 2022 年间的 61 篇原创文章进行了荟萃分析,以定量评估在农村和城市地区部署 "移动即服务"(MaaS)对用户和公共部门带来的社会效益。结果表明,这种部署在改善交通可达性、安全性、能源效率、就业机会和减少交通拥堵方面是有效的,但空间和时间背景起着重要作用。此外,如果(i) 重视开发 MaaS 应用,尤其是满足残疾人的预订和共享系统需求,(ii) 将新型交通服务推广到目前 MaaS 服务不足的地区,(iii) 实施 MaaS 方法以进一步降低能耗、促进就业和缓解交通拥堵,就能实现更高的社会效益,这也是主要建议。研究结果对交通用户产生了影响,呼吁出台补贴政策、税收法规,并重新定义公共交通,以推动 MaaS 的发展。鼓励地区当局为 MaaS 的部署创造有利条件,包括改善交通基础设施以支持移动系统。随着 MaaS 作为个人车辆的可行替代品受到越来越多的关注,所有利益相关者的参与对于新兴 MaaS 生态系统的成功至关重要。
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引用次数: 0
Train passengers' perceptions and preferences for different platform and carriage design features 列车乘客对不同月台和车厢设计特点的看法和偏好
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-03-13 DOI: 10.1016/j.jpubtr.2024.100085
Jie Yang , Nirajan Shiwakoti , Richard Tay

Specific design features and functions on the platform and inside of the train carriage can significantly affect how efficiently and smoothly passengers can move in and out of the train. Industry follows the design standard and guidelines to satisfy the minimum requirement. However, the views of rail users are often overlooked and not well understood. This study fills the knowledge gap by investigating different platform and train carriage design features and understanding train passengers' perceptions and preferences for the proposed design. An online passenger survey targeting Melbourne Metro train users was conducted. By analyzing 429 valid responses, we gained insights into passengers' perceptions and preferences regarding train and platform design. A novel finding is that a vertical pole is the most preferred handhold type, while a rigid handrail is the least preferred handhold type. The 2+2 seating is voted as the most preferred interior layout, which is consistent with previous studies. The ranking on 2+2 seating layout is moderately associated with travel time and travel frequency, while the ranking on 2+3 seating is strongly associated with travel time. It is also found that the preferences for boarding sign and occupancy sign design are significantly associated with gender, age group, and travel frequency. Surprisingly, no statistically significant associations were found between any of the personal or travel variables with queuing sign preference, side seating ranking, or hanging strips ranking. The findings drawn from the analysis and the recommendation of this paper can provide valuable guidance for rail manufacturers in implementing design changes, as well as for service operators in adopting new strategies and interventions to enhance service quality and customer satisfaction.

站台和列车车厢内部的具体设计特点和功能会极大地影响乘客进出列车的效率和顺畅程度。行业遵循设计标准和准则,以满足最低要求。然而,铁路用户的意见往往被忽视,也没有得到很好的理解。本研究通过调查不同的站台和列车车厢设计特点,了解列车乘客对建议设计的看法和偏好,填补了这一知识空白。本研究针对墨尔本地铁列车用户进行了在线乘客调查。通过分析 429 份有效回复,我们深入了解了乘客对列车和站台设计的看法和偏好。一个新发现是,垂直杆是最受欢迎的扶手类型,而刚性扶手则是最不受欢迎的扶手类型。2+2 座位被评为最受欢迎的内部布局,这与之前的研究结果一致。2+2 座椅布局的排序与旅行时间和旅行频率的关联度较低,而 2+3 座椅布局的排序与旅行时间的关联度较高。研究还发现,乘客对登车指示牌和乘车指示牌设计的偏好与性别、年龄组和乘车频率有明显相关。令人惊讶的是,没有发现任何个人或旅行变量与排队标志偏好、侧座位排序或悬挂条排序之间存在统计学意义上的显著关联。本文的分析结果和建议可为铁路制造商实施设计变更以及服务运营商采取新策略和干预措施以提高服务质量和客户满意度提供有价值的指导。
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引用次数: 0
Exploring the role of public transport service and walking route related factors to identify maximum walking distances to bus stops in the Netherlands 探索公共交通服务和步行路线相关因素对确定荷兰公交车站最大步行距离的作用
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-06-20 DOI: 10.1016/j.jpubtr.2024.100096
Peter van der Waerden , Jaap van der Waerden , Michiel Burger

This paper presents a study regarding the factors affecting the maximum distance travelers are willing to walk to a bus stop. The study focuses on bus services provided at and walking routes towards bus stops. Travelers’ evaluations are collected using a stated preference experiment. Based on 7911 evaluations of 879 respondents, a latent class ordered logit model is estimated showing that both bus service and walking route related attributes significantly contribute to the maximum distance travelers are willing to walk from home to a bus stop. The parameter estimates show that the most influential attributes are the bus frequency at the bus stop and the presence of street lighting along the route between home and bus stop. The model also shows that based on the evaluations three different classes of respondents can be distinguished. Membership of a class depends on traveler related characteristics: gender, residential area, and bus use.

本文研究了影响乘客愿意步行到公交车站最大距离的因素。研究的重点是巴士站提供的巴士服务和前往巴士站的步行路线。通过陈述偏好实验收集了乘客的评价。根据 879 名受访者的 7911 项评价,估算出了一个潜类有序对数模型,该模型显示,公交服务和步行路线的相关属性对旅客愿意从家步行到公交站的最大距离有显著影响。参数估计结果表明,影响最大的属性是公交站点的公交班次以及从家到公交站点沿途是否有路灯。该模型还显示,根据评价结果,可以将受访者分为三个不同的类别。一个类别的成员资格取决于与乘客相关的特征:性别、居住区和公交车使用情况。
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引用次数: 0
Improving demand responsive transit services: Insights from the London field test 改进需求响应型公交服务:伦敦实地测试的启示
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-09-28 DOI: 10.1016/j.jpubtr.2024.100107
Seyedmostafa Zahedi , Haris N. Koutsopoulos , Zhenliang Ma
The paper discusses the key insights gained from “GoSutton”, a Demand Responsive Transit (DRT) trial in the borough of Sutton in the suburbs of London during 2019–2020. The DRT service expands mobility options for the residents of the service area through the provision of on-demand, curb-to-curb rides. The main goals of the paper are to: 1) evaluate the performance of the DRT service and provide insight into its operation, 2) analyze the behavior of customers to better understand their purchase decisions and recommend strategies to increase ridership and usage, 3) develop a Level of Service (LOS) model to inform future trials on the interactions between supply, demand, and LOS, as well as identify key factors that impact performance, and 4) evaluate the opportunities to benefit from economies of scale through integrating appropriate paratransit requests and DRT services. The results show potential directions for improvement that can inform future deployments (for example, providing discounts for referrals, new users, providing bundles, and passes). Consolidation of select paratransit and DRT trips can save an average of 8 % on fleet size and 13 % on vehicle-kilometers traveled.
本文讨论了从 "GoSutton "中获得的重要启示,"GoSutton "是 2019-2020 年期间在伦敦郊区萨顿区进行的需求响应式公共交通(DRT)试验。DRT 服务通过按需提供路边到路边的乘车服务,扩大了服务区居民的出行选择。本文的主要目标是1)评估 DRT 服务的性能,深入了解其运营情况;2)分析乘客的行为,更好地了解他们的购买决策,并提出提高乘客数量和使用率的策略建议;3)开发服务水平(LOS)模型,为未来有关供应、需求和 LOS 之间相互作用的试验提供信息,并确定影响性能的关键因素;4)评估通过整合适当的辅助交通请求和 DRT 服务从规模经济中获益的机会。结果显示了潜在的改进方向,可为今后的部署提供参考(例如,为推荐人、新用户提供折扣,提供捆绑服务和通行证)。整合部分辅助交通和 DRT 行程平均可节省 8% 的车队规模和 13% 的车辆行驶公里数。
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引用次数: 0
Bus stop spacing statistics: Theory and evidence 巴士站间距统计:理论与证据
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-03-07 DOI: 10.1016/j.jpubtr.2024.100083
Saipraneeth Devunuri , Lewis J. Lehe , Shirin Qiam , Ayush Pandey , Dana Monzer

Discussions of bus stop consolidation sometimes refer to average stop spacings, but there are no reliable statistics about spacings, nor methodologies for calculating them. This paper aims to clarify discussions of bus stop spacings by introducing clear definitions, a methodology for creating statistics from General Transit Feed Specification (GTFS) files, and a python package, gtfs-segments, which splits bus networks into isolated ‘segments.’ With the package, we calculate national-level statistics from 539 US transit providers and 83 Canadian providers, as well as agency-level statistics for 30 providers in the US, 10 in Canada, and a sample of 38 providers from other countries. Our estimates of US and Canadian mean spacings are both around 350 m (slightly wider than five stops per mile). US spacings are wider than sometimes claimed but narrower than those in other countries. Finally, the paper gives examples of metrics created by combining GTFS with data from other sources and proposes research ideas and applications to transit planning involving fine-grained stop spacing data.

关于公交站点合并的讨论有时会提到平均站间距,但目前还没有关于站间距的可靠统计数据,也没有计算方法。本文旨在通过介绍清晰的定义、从通用公交线路规范(GTFS)文件中创建统计数据的方法,以及将公交网络分割成独立 "区段 "的 python 软件包 gtfs-segments,来澄清关于公交站间距的讨论。利用该软件包,我们计算了 539 家美国公交公司和 83 家加拿大公交公司的国家级统计数据,以及 30 家美国公交公司、10 家加拿大公交公司和 38 家其他国家公交公司的机构级统计数据。我们估计美国和加拿大的平均间隔都在 350 米左右(略宽于每英里 5 站)。美国的间隔比有时声称的要宽,但比其他国家的要窄。最后,本文举例说明了通过将 GTFS 与其他来源的数据相结合而创建的指标,并提出了涉及细粒度站间距数据的公交规划研究思路和应用。
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引用次数: 0
Does fare-free transit increase labor-force participation and reduce income inequality? 免票公交是否会提高劳动力参与率并减少收入不平等?
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-06-18 DOI: 10.1016/j.jpubtr.2024.100095
Kenneth Ofosu-Kwabe , Siew Hoon Lim , Narendra Malalgoda

Fare-free transit policy is not new to several public transit systems and communities in the U.S., as some local transit agencies have begun implementing fare-free transit policies or variations of them since the 1960s. Over time, the discussion regarding fare-free transit has been reignited by decreasing ridership trends in recent years and other thematic inquiries surrounding access, mobility and equity, operational efficiency, agency financial health, and community impacts. This research empirically investigates the effects of fare-free policy on transit ridership, labor force participation and income inequality. Using panel data regression models, we draw several conclusions: 1) Fare-free transit significantly increases ridership. 2) Fare-free transit neither significantly increases labor force participation rate nor reduces income inequality in small and medium-sized urbans. 3) Fare policy aside, external factors such as increased household income and work-from-home significantly reduce the demand for transit in small-urbanized areas.

对美国的一些公共交通系统和社区而言,公交免票政策并不陌生,因为自 20 世纪 60 年代起,一些地方公交机构就开始实施公交免票政策或其变种。随着时间的推移,有关免票公交的讨论因近年来乘客数量下降的趋势以及围绕交通便利性、流动性和公平性、运营效率、机构财务状况和社区影响的其他专题调查而再次兴起。本研究以经验为基础,调查了免票政策对公交乘客量、劳动力参与率和收入不平等的影响。利用面板数据回归模型,我们得出了以下几个结论:1) 公交免票大大增加了乘客数量。2)在中小城市,公交免票既没有明显提高劳动力参与率,也没有减少收入不平等。3)除票价政策外,家庭收入增加和离家工作等外部因素大大减少了小城市化地区对公交的需求。
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引用次数: 0
Evaluating public a priori acceptance of autonomous modular transit using an extended unified theory of acceptance and use of technology model 利用扩展的技术接受和使用统一理论模型,评估公众对自主模块化公交系统的先验接受度
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-02-19 DOI: 10.1016/j.jpubtr.2024.100081
Sina Rejali , Kayvan Aghabayk , Amin Mohammadi , Nirajan Shiwakoti

This study aims to assess the public acceptance of Autonomous Modular Transit (AMT) and identify key factors influencing people’s intentions regarding the future use of AMT. While the integration of autonomy and modularity in transport systems has gained attention in recent years among researchers, the study of AMT acceptance is non-existent in the literature. To address this research gap, the study proposes an extended Unified Theory of Acceptance and Use of Technology (UTAUT2) model to explore public acceptance of AMT. It integrates the original model’s constructs with two additional factors: trust and perceived green usefulness, while also investigating the role of public transport usage behavior in intention. Data were collected through an online survey involving 1662 participants from different cities in Iran. Structural equation modelling was used to evaluate the conceptual model. Multiple t-tests and ANOVA tests were conducted to evaluate the effects of public transport usage behavior and demographics on the model’s constructs. The results showed that the majority of respondents showed their acceptance toward using AMT when available despite their limited prior knowledge about the system. Perceived usefulness was the strongest predictor of intention, followed by social influence and hedonic motivations. Although the COVID-19 pandemic significantly reduced the number of public transport (PT) regular users, this group showed a higher intention to use AMT compared to PT non-regular users. Furthermore, respondents aged over 60 years stated a lower intention to use AMT than their younger counterparts. Given that the mass adoption of AMT depends on public acceptance, this study is expected to serve as a benchmark for comparing countries with similar cultural contexts.

本研究旨在评估公众对自主模块化公交系统(AMT)的接受程度,并找出影响人们未来使用 AMT 意愿的关键因素。近年来,自主性与模块化在交通系统中的融合越来越受到研究人员的关注,但有关 AMT 接受度的研究在文献中并不存在。针对这一研究空白,本研究提出了一个扩展的技术接受和使用统一理论(UTAUT2)模型,以探讨公众对 AMT 的接受程度。该模型在原有模型的基础上增加了两个因素:信任和感知绿色有用性,同时还研究了公共交通使用行为在意向中的作用。数据是通过在线调查收集的,涉及来自伊朗不同城市的 1662 名参与者。采用结构方程模型对概念模型进行评估。采用多重 t 检验和方差分析检验来评估公共交通使用行为和人口统计学因素对模型构建的影响。结果显示,尽管受访者之前对 AMT 系统的了解有限,但大多数受访者都表示接受使用该系统。感知有用性是预测意向的最强因素,其次是社会影响和享乐动机。虽然 COVID-19 大流行大大减少了公共交通(PT)常客的数量,但与公共交通非常客相比,这一群体显示出更高的使用 AMT 的意愿。此外,60 岁以上的受访者使用 AMT 的意愿低于年轻受访者。鉴于 AMT 的大规模应用取决于公众的接受程度,这项研究有望成为比较文化背景相似的国家的基准。
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引用次数: 0
Analyzing the relationship between bus and ride-hailing use in a large emerging economy city: A bivariate ordered probit model application 分析一个大型新兴经济城市的公交车和打车软件使用率之间的关系:二元有序概率模型的应用
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-03-10 DOI: 10.1016/j.jpubtr.2024.100084
Marcelle Dorneles Ribeiro , Shanna Trichês Lucchesi , Ana Margarita Larranaga , Patricia Sauri Lavieri , Yu-Tong Cheng

This study analyzes the use of ride-hailing and bus services from a multi-modal user perspective by jointly modeling individuals’ monthly frequency of use of both bus and ride-hailing services. A bivariate ordered probit model is estimated to capture the influence of socio-demographic and attitudinal characteristics as well as unobserved factors that may simultaneously influence the travel frequency by both modes. We use data collected in a survey of travelers from Porto Alegre, Brazil. The results characterize the profile of local frequent ride-hailing users as young, medium-income, self-employed individuals with a propensity toward the use of technology and a low inclination for car ownership. Most importantly, we observe that after controlling for unobserved factors that simultaneously contribute to higher trip frequencies by both modes, frequent bus users demonstrate a lower propensity toward ride-hailing use.

本研究通过对个人每月使用公共汽车和打车服务的频率进行联合建模,从多模式用户的角度分析了打车服务和公共汽车服务的使用情况。研究采用二元有序概率模型进行估算,以捕捉社会人口学特征和态度特征的影响,以及可能同时影响两种出行方式使用频率的未观察到的因素。我们使用了巴西阿雷格里港旅行者调查收集的数据。调查结果显示,当地经常使用打车服务的用户特征为年轻、中等收入、自营职业者,他们倾向于使用技术,而不太愿意拥有汽车。最重要的是,我们观察到,在控制了同时导致两种交通方式出行频率较高的非观察因素后,经常乘坐公交车的人对打车服务的使用倾向较低。
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引用次数: 0
Integration of urban aerial cable cars into public transit: Operational capacity limits due to passenger queuing at stations 将城市架空索道纳入公共交通:车站乘客排队造成的运行能力限制
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-07-05 DOI: 10.1016/j.jpubtr.2024.100094
Morten Flesser , Amer Shalaby , Bernhard Friedrich

As the airspace is increasingly gaining importance as a new frontier to improve urban mobility, aerial cable cars are being discussed and already appropriately implemented worldwide to supplement conventional modes of transport in urban areas. Transit planners and designers should carefully consider the interoperability and integration of cable car services with conventional modes of transport. In particular, excessive delays and overcrowding conditions due to deficits in interoperability should be avoided. This challenge of interoperability arises as conventional modes of transport operate predominantly on a timetable, and most cable car technologies operate in such close headways that they can be considered as almost continuous conveyors. The advantage of having almost always a transport vessel of a cable car ready for boarding ceases when large volumes of passengers arrive in batches, for example from higher-capacity modes of transport or at large events, resulting in long queues. Traditional manuals do not yet reflect these aspects of interoperability adequately. Consequently, this work filled this research gap about the interoperability of cable cars related to handling high volumes of incoming passenger arrivals that transfer in larger batches from feeder modes and often result in queues at cable car stations. The following objectives were targeted: (1) determine passenger capacity limits of conventional modes of transport acting as feeders to cable cars and (2) specify space requirements to be provided due to the potential queues that arise. To answer these, methods of Queuing Theory were used and results were placed in Levels of Services of traditional manuals. Key performance indicators included queue length, waiting time, and corresponding queue space. The results revealed that cable cars can be a useful complement to public transit but are of limited feasibility due to cumulative queues at arrival rates with larger crowds. High-capacity feeder modes (e.g., commuter rails) are limited to 20-minute headways depending on cable car technologies. Further, queuing areas of up to 1000 square meters (around 10,800 ft2) should be considered. Several operational limitations are presented as guidance for practitioners and policymakers.

随着空域作为改善城市交通的新领域的重要性日益增加,世界各地都在讨论并已适当实施架空索道,以补充城市地区的传统交通方式。交通规划者和设计者应仔细考虑缆车服务与传统交通方式的互用性和整合性。尤其应避免因互操作性不足而造成的过度延误和拥挤状况。由于传统交通工具主要按时间表运行,而大多数缆车技术的运行间隔非常近,几乎可以被视为连续的传送带,因此出现了互操作性方面的挑战。当大量乘客分批抵达时,例如从运量较大的交通工具或大型活动中抵达,缆车运输船几乎总是可以随时上客的优势就不复存在,从而导致乘客排起长队。传统手册尚未充分反映互操作性的这些方面。因此,这项工作填补了有关缆车互操作性的研究空白,以处理从支线交通工具大批量转乘而来的乘客,这些乘客通常会在缆车站排起长队。我们的目标如下:(1) 确定作为缆车支线的常规交通工具的乘客容量限制;(2) 明确因可能出现的排队现象而需要提供的空间要求。为了回答这些问题,采用了排队理论的方法,并将结果纳入传统手册的服务等级中。主要性能指标包括队列长度、等待时间和相应的队列空间。研究结果表明,缆车可以作为公共交通的有益补充,但由于到达率和人流量较大时的累积排队,其可行性有限。根据缆车技术的不同,大运量接驳模式(如通勤轨道)的间隔时间仅限于 20 分钟。此外,还应考虑最大 1000 平方米(约 10800 平方英尺)的排队区域。本报告提出了若干运行限制,为从业人员和政策制定者提供指导。
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引用次数: 0
Inferring mobility of care travel behavior from transit smart fare card data 从公交智能票卡数据推断护理人员的流动性出行行为
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-09-10 DOI: 10.1016/j.jpubtr.2024.100104
Awad Abdelhalim , Daniela Shuman , Anson F. Stewart , Kayleigh B. Campbell , Mira Patel , Gabriel L. Pincus , Inés Sánchez de Madariaga , Jinhua Zhao

Existing research underscores substantial gender-based variations in travel behavior on public transit. Studies have concluded that these differences are largely attributable to household responsibilities typically falling disproportionately on women, leading to women being more likely to utilize transit for purposes referred to by the umbrella concept of “Mobility of Care”. In contrast to past studies that have quantified the impact of gender using survey and qualitative data, we examine a novel data-driven workflow utilizing a combination of previously developed origin, destination, and transfer inference (ODX) based on individual transit fare card transactions, name-based gender inference, and geospatial analysis as a framework to identify mobility of care trip making. We apply this framework to data from the Washington Metropolitan Area Transit Authority (WMATA). Analyzing data from millions of journeys conducted in the first quarter of 2019, the results of this study show that our proposed workflow can identify mobility of care travel behavior, both in terms of (1) detecting times and places of interest where the share of women travelers in an equally-sampled subset (on basis of inferred gender) of transit users is 10 %–15 % higher than that of men, and (2) finding women significantly more likely to exhibit a consistent accompaniment patterns with riders who are children, elderly, or people with disabilities. The workflow presented in this study provides a blueprint for combining transit origin-destination data, inferred customer demographics, and geospatial analyses enabling public transit agencies to assess, at the fare card level, the gendered impacts of different policy and operational decisions.

现有研究强调,在乘坐公共交通出行的行为中,存在着很大的性别差异。研究认为,这些差异在很大程度上归因于家庭责任通常过多地由女性承担,导致女性更有可能出于 "照顾他人的流动性 "这一总括概念所提及的目的而乘坐公交车。与以往利用调查和定性数据量化性别影响的研究不同,我们研究了一种新颖的数据驱动工作流程,将之前开发的基于个人公交卡交易的出发地、目的地和换乘推断(ODX)、基于姓名的性别推断和地理空间分析相结合,作为识别护理出行的框架。我们将这一框架应用于华盛顿都会区交通管理局(WMATA)的数据。通过分析 2019 年第一季度进行的数百万次出行数据,本研究的结果表明,我们提出的工作流程可以在以下两个方面识别出流动性护理出行行为:(1)检测出在同等采样的公交用户子集中(基于推断的性别),女性乘客的比例比男性乘客高出 10%-15% 的时间和地点;(2)发现女性乘客更有可能与儿童、老人或残疾人乘客表现出一致的陪伴模式。本研究中介绍的工作流程提供了一个蓝图,可将公交始发站数据、推断出的乘客人口统计数据和地理空间分析结合起来,使公共交通机构能够在票卡层面评估不同政策和运营决策对性别的影响。
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Journal of Public Transportation
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