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eXplainable DEA approach for evaluating performance of public transport origin-destination pairs 评估公共交通始发站对绩效的易用性 DEA 方法
IF 4.6 3区 工程技术 Q1 ECONOMICS Pub Date : 2024-11-14 DOI: 10.1016/j.retrec.2024.101491
Eun Hak Lee
Understanding public transportation efficiency is crucial to enhancing urban mobility and economic growth. This study aims to evaluate the efficiency of the public transportation system using an explainable data envelopment analysis approach. Specifically, data envelopment analysis and explainable artificial intelligence techniques were incorporated to uncover the black-box relationship between the inputs and outputs of the efficiency score. The efficiency of the public transportation system was defined as travel times for subway, bus, and multimodal modes relative to the number of trips and travel distances. The efficiency score was evaluated by the origin-destination pair unit. As a result, the efficiency score was estimated to be 0.69 on average, indicating that a reduction of 31% in travel times is required to achieve a perfect score of 1.00. Among the 33,313 origin-destination pairs, 39 had a perfect score of 1.00. The results of the interpretation model showed the order of importance for features—buses, subways, and multimodal modes—with SHapley Additive Explanations values of 0.047, 0.029, and 0.022, respectively. These results suggest that focusing primarily on reducing bus travel times is effective for improving overall efficiency. In this manner, the explainable data envelopment analysis helps measure performance, understand results, and suggest improvement directions.
了解公共交通效率对于提高城市流动性和经济增长至关重要。本研究旨在利用可解释数据包络分析方法评估公共交通系统的效率。具体来说,研究采用了数据包络分析和可解释人工智能技术,以揭示效率评分的输入和输出之间的黑箱关系。公共交通系统的效率被定义为地铁、公交和多式联运模式相对于出行次数和出行距离的出行时间。效率得分以起点-终点对为单位进行评估。结果,效率得分平均估计为 0.69,这表明要达到 1.00 的满分,旅行时间需要减少 31%。在 33,313 对出发地-目的地中,有 39 对达到了 1.00 的满分。解释模型的结果显示了公共汽车、地铁和多式联运模式的重要性顺序,SHapley Additive Explanations 值分别为 0.047、0.029 和 0.022。这些结果表明,将主要精力放在缩短公交车旅行时间上对提高整体效率是有效的。因此,可解释数据包络分析有助于衡量绩效、理解结果并提出改进方向。
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引用次数: 0
Increased ridership and improved affordability: Transforming public transport subsidies in developing contexts 增加乘客数量,提高经济承受能力:转变发展中国家的公共交通补贴方式
IF 4.6 3区 工程技术 Q1 ECONOMICS Pub Date : 2024-11-14 DOI: 10.1016/j.retrec.2024.101492
Luis A. Guzman , Santiago Gómez Cardona , Jorge Luis Ochoa
In Latin American cities, the affordability of public transport presents a significant obstacle to mobility. To address this challenge, several cities have implemented subsidies. Understanding the effectiveness of these subsidies is crucial, particularly in cities where a substantial portion of the population, especially those with low incomes, rely on public transport systems. This paper presents a case study conducted in Bogotá, Colombia, employing a randomized controlled field experiment involving 1607 participants. In this intervention, a randomly selected group of frequent public transport users received a cash transfer on their travel cards (a transport voucher) for four months. We aim to estimate the causal effects of providing these vouchers on ridership and affordability. The findings indicate that vouchers on average, increased ridership by up to 9% compared to the control group. This increase was most pronounced on weekdays and during peak hours. Vouchers proved particularly advantageous for populations with low fare-demand elasticity, who constitute the primary users of public transport. Furthermore, it improved their affordability by between 18 and 26%. In summary, our results indicate that providing subsidies in the form of vouchers can effectively boost public transport usage, thereby enhancing affordability for users.
在拉美城市,公共交通的可负担性是交通出行的一大障碍。为了应对这一挑战,一些城市实施了补贴措施。了解这些补贴的效果至关重要,尤其是在大部分人口,特别是低收入人口依赖公共交通系统的城市。本文介绍了在哥伦比亚波哥大开展的一项案例研究,该研究采用了随机对照现场实验的方法,共有 1607 人参与。在这项干预措施中,随机抽取的一组经常使用公共交通的人在四个月的时间里,在他们的交通卡上获得了现金转移(交通券)。我们的目的是估算提供交通券对乘客数量和支付能力的因果效应。研究结果表明,与对照组相比,交通券平均增加了 9% 的乘客量。这种增长在工作日和高峰时段最为明显。事实证明,代用券对于票价需求弹性较低的人群尤其有利,因为他们是公共交通的主要使用者。此外,代用券还使他们的支付能力提高了 18% 至 26%。总之,我们的研究结果表明,以代用券的形式提供补贴可以有效提高公共交通的使用率,从而提高用户的负担能力。
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引用次数: 0
Spatial participatory planning for urban logistics: A GIS-enhanced Real-Time Spatial Delphi approach 城市物流空间参与式规划:地理信息系统增强型实时空间德尔菲方法
IF 4.6 3区 工程技术 Q1 ECONOMICS Pub Date : 2024-10-26 DOI: 10.1016/j.retrec.2024.101488
Nadia Giuffrida , Yuri Calleo , Simone Di Zio , Francesco Pilla , Michele Ottomanelli
Effective urban logistics planning plays a crucial role in effectively managing infrastructure and transportation networks, contributing to the mitigation of negative externalities associated with last-mile deliveries and fostering city sustainability. Among the various facets of supply chain management, selecting appropriate locations in urban areas for logistics facilities, such as automated parcel lockers and smart loading bays, stands out. However, the complexity of decision-making in this context, involving diverse stakeholders with potential conflicting objectives, poses a significant challenge in reaching a common consensus. This paper proposes an innovative approach to address this issue by adopting a spatial participatory process that combines GIS models and Real-Time Spatial Delphi to identify suitable locations for two logistic facilities. The case study is the city of Dublin (Ireland), where an Urban Living Lab of the H2020 project SENATOR is based. A modified Delphi is used, first gathering expert opinions on preferences and objectives. These insights are then used to develop a spatial analysis using GIS, ranking areas according to the expert preferences. These outcomes form the basis for the Real-Time Spatial Delphi, where stakeholders and experts working on the project collaboratively engage to achieve a spatial consensus on the territory. The findings of this study provide valuable information for stakeholders, policymakers, local authorities, and governmental bodies to implement specific actions. Through the active involvement of key actors in the decision-making process, this approach ensures that the selected locations for logistics facilities align with the needs of all parties involved.
有效的城市物流规划在有效管理基础设施和运输网络方面发挥着至关重要的作用,有助于减轻与最后一英里配送相关的负面外部效应,促进城市的可持续发展。在供应链管理的各个环节中,在城市地区为物流设施(如自动包裹柜和智能装卸区)选择合适的地点尤为重要。然而,这种情况下的决策非常复杂,涉及到不同的利益相关者,他们的目标可能相互冲突,这给达成共同共识带来了巨大挑战。本文提出了一种创新方法来解决这一问题,即采用空间参与式流程,结合 GIS 模型和实时空间德尔菲法来确定两个物流设施的合适位置。案例研究以爱尔兰都柏林市为例,该市是 H2020 项目 SENATOR 的城市生活实验室所在地。该方法采用了经过修改的德尔菲法,首先收集专家对偏好和目标的意见。然后利用这些见解,使用地理信息系统(GIS)进行空间分析,根据专家的偏好对区域进行排序。这些结果构成了实时空间德尔菲法的基础,在德尔菲法中,参与项目的利益相关者和专家共同协作,就领土的空间问题达成共识。这项研究的结果为利益相关者、决策者、地方当局和政府机构实施具体行动提供了宝贵的信息。通过让主要参与者积极参与决策过程,这种方法可确保物流设施的选址符合所有相关方的需求。
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引用次数: 0
A framework for analyzing service disruptions in last-mile and first-mile reverse logistics 最后一英里和第一英里逆向物流服务中断分析框架
IF 4.6 3区 工程技术 Q1 ECONOMICS Pub Date : 2024-10-08 DOI: 10.1016/j.retrec.2024.101485
Antonio Lorenzo-Espejo, Jesús Muñuzuri, Ana Pegado-Bardayo, José Guadix
The growth of e-commerce in recent years has altered the way in which retailers and customers interact with each other. The effect on freight distribution has been particularly noticeable: nowadays, customers may have their orders delivered at or close to the point of consumption and, thus, the volume of freight distributed by logistic operators has increased substantially. This has led to a growing number of carrier companies and an increasing demand for couriers, which can sometimes struggle to fulfill their assigned services. In this article, a study of the current state of last-mile and first-mile reverse logistics in Spain is presented based on the analysis of the operation of 20 carriers located in 15 different Spanish provinces. To this effect, a framework for the classification of service disruptions during last-mile delivery and first-mile collection routes is posited. Eight different potential disruption types are proposed, and methods for managers to identify and categorize service incompletions as such are provided. The results of the analysis highlight the importance of service and courier traceability to improve the handling of service disruptions and, overall, show a considerable improvement margin in the operational performance of carriers, for which several managerial implications are provided.
近年来,电子商务的发展改变了零售商和客户之间的互动方式。这对货运配送的影响尤为明显:如今,客户可以在消费地或消费地附近交付订单,因此,物流运营商的货运配送量大幅增加。这导致承运公司的数量不断增加,对快递公司的需求也越来越大,而快递公司有时可能难以完成指定的服务。本文通过对西班牙 15 个不同省份的 20 家快递公司的运营情况进行分析,对西班牙最后一英里和第一英里逆向物流的现状进行了研究。为此,本文提出了一个对最后一英里配送和第一英里收集路线上的服务中断进行分类的框架。提出了八种不同的潜在中断类型,并为管理人员提供了识别和分类服务中断的方法。分析结果凸显了服务和快递可追踪性对改善服务中断处理的重要性,总体而言,显示了承运商运营绩效的可观改善幅度,并提供了若干管理启示。
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引用次数: 0
Efficiency versus market power in the rail industry 铁路行业的效率与市场力量
IF 4.6 3区 工程技术 Q1 ECONOMICS Pub Date : 2024-09-11 DOI: 10.1016/j.retrec.2024.101477
Óscar Álvarez-SanJaime , Pedro Cantos-Sánchez , Rafael Moner-Colonques , Jose J. Sempere-Monerris

Although an extensive literature exists that examines efficiency in rail markets, analyses that also study the market power of rail operators are scarce. We examine the effects of competition and vertical separation on efficiency and price-cost margins. In doing so we propose a two-stage procedure. Firstly, efficiency and Lerner indexes will be obtained for a sample of rail operators for the period 2000–2016. Secondly, the determinants of both indexes are jointly estimated. Results indicate that integrated incumbents not facing competition perform worst and exert the highest market power. Vertically separated and specialized in passenger services operators display the strongest improvements in efficiency levels, while integrated incumbents facing competition show the lowest market power indexes. Finally, more efficiency translates to smaller values of the Lerner index.

尽管已有大量文献对铁路市场的效率进行了研究,但同时对铁路运营商的市场力量进行研究的分析却很少。我们研究了竞争和纵向分离对效率和价格成本利润率的影响。为此,我们提出了一个两阶段的程序。首先,我们将获得 2000-2016 年期间铁路运营商样本的效率和勒纳指数。其次,共同估算这两个指数的决定因素。结果表明,未面临竞争的综合型在位者表现最差,市场支配力最高。纵向分离和客运服务专业化的运营商在效率水平上的改进力度最大,而面临竞争的综合型现有运营商的市场支配力指数最低。最后,效率越高,勒纳指数值越小。
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引用次数: 0
Assessing Inland Waterway Transport (IWT) container logistics on the Rhine Alpine corridor: A discrete event simulation approach 评估莱茵河阿尔卑斯山走廊的内河运输(IWT)集装箱物流:离散事件模拟法
IF 4.6 3区 工程技术 Q1 ECONOMICS Pub Date : 2024-08-29 DOI: 10.1016/j.retrec.2024.101475
Peter Shobayo , Felipe Bedoya-Maya , Edwin van Hassel , Thierry Vanelslander , Eva Christopoulou , Ivo Majoor

Inland Waterway Transport (IWT) is pivotal for hinterland freight logistics, connecting numerous inland terminals with major deep-sea ports. Despite its significant advantages in cargo capacity and environmental sustainability, it remains underutilized due to operational inefficiencies, diminishing its competitive edge compared to road and rail transport. Addressing these challenges requires innovative solutions, yet existing studies often neglect to evaluate these innovations and their interactions within the broader IWT logistics framework and other transport modes.

This study bridges these gaps by introducing a comprehensive Discrete Event Simulation (DES) model to capture the dynamic interactions within the IWT logistics system, its interplay with other transport modes, and the potential impact of innovative measures on IWT performance. The model simulates the current container logistics system along the Rhine-Alpine (RALP) corridor, incorporating key elements such as cost-time calculations, transport mode selection, network flow allocation, and the assessment of IWT innovations.

The methodological framework and architecture of the DES model are presented, emphasizing verification and validation processes to ensure accuracy and reliability. The model outputs a network-wide analysis of the current IWT logistics system, examining mode split, cost, time, emissions, distance, and the interrelationships among these factors. This analysis serves as a benchmark for evaluating the effects of various innovative strategies on IWT performance.

By employing the DES methodology, this research advances the understanding of container IWT logistics, providing critical insights for stakeholders and policymakers. It evaluates the current performance of container IWT in the RALP corridor and identifies opportunities to improve the efficiency and competitiveness of container IWT.

内河水运(IWT)是内陆货运物流的关键,它将众多内陆码头与主要深海港连接起来。尽管内河水运在货运能力和环境可持续性方面具有显著优势,但由于运营效率低下,内河水运仍未得到充分利用,削弱了其与公路和铁路运输相比的竞争优势。要应对这些挑战,需要创新的解决方案,但现有的研究往往忽视了对这些创新及其在更广泛的 IWT 物流框架和其他运输模式中的相互作用的评估。本研究通过引入一个全面的离散事件模拟(DES)模型来捕捉 IWT 物流系统中的动态相互作用、与其他运输模式的相互作用以及创新措施对 IWT 性能的潜在影响,从而弥补了这些差距。该模型模拟了莱茵-阿尔卑斯(RALP)走廊沿线当前的集装箱物流系统,包含了成本-时间计算、运输模式选择、网络流量分配和 IWT 创新评估等关键要素。该模型可对当前的 IWT 物流系统进行全网分析,检查运输方式、成本、时间、排放、距离以及这些因素之间的相互关系。通过采用 DES 方法,本研究加深了对集装箱 IWT 物流的理解,为利益相关者和政策制定者提供了重要的见解。它评估了 RALP 走廊集装箱 IWT 的当前绩效,并确定了提高集装箱 IWT 效率和竞争力的机会。
{"title":"Assessing Inland Waterway Transport (IWT) container logistics on the Rhine Alpine corridor: A discrete event simulation approach","authors":"Peter Shobayo ,&nbsp;Felipe Bedoya-Maya ,&nbsp;Edwin van Hassel ,&nbsp;Thierry Vanelslander ,&nbsp;Eva Christopoulou ,&nbsp;Ivo Majoor","doi":"10.1016/j.retrec.2024.101475","DOIUrl":"10.1016/j.retrec.2024.101475","url":null,"abstract":"<div><p>Inland Waterway Transport (IWT) is pivotal for hinterland freight logistics, connecting numerous inland terminals with major deep-sea ports. Despite its significant advantages in cargo capacity and environmental sustainability, it remains underutilized due to operational inefficiencies, diminishing its competitive edge compared to road and rail transport. Addressing these challenges requires innovative solutions, yet existing studies often neglect to evaluate these innovations and their interactions within the broader IWT logistics framework and other transport modes.</p><p>This study bridges these gaps by introducing a comprehensive Discrete Event Simulation (DES) model to capture the dynamic interactions within the IWT logistics system, its interplay with other transport modes, and the potential impact of innovative measures on IWT performance. The model simulates the current container logistics system along the Rhine-Alpine (RALP) corridor, incorporating key elements such as cost-time calculations, transport mode selection, network flow allocation, and the assessment of IWT innovations.</p><p>The methodological framework and architecture of the DES model are presented, emphasizing verification and validation processes to ensure accuracy and reliability. The model outputs a network-wide analysis of the current IWT logistics system, examining mode split, cost, time, emissions, distance, and the interrelationships among these factors. This analysis serves as a benchmark for evaluating the effects of various innovative strategies on IWT performance.</p><p>By employing the DES methodology, this research advances the understanding of container IWT logistics, providing critical insights for stakeholders and policymakers. It evaluates the current performance of container IWT in the RALP corridor and identifies opportunities to improve the efficiency and competitiveness of container IWT.</p></div>","PeriodicalId":47810,"journal":{"name":"Research in Transportation Economics","volume":"107 ","pages":"Article 101475"},"PeriodicalIF":4.6,"publicationDate":"2024-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142098418","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Success in tandem? The impact of the introduction of e-bike sharing on bike sharing usage 同步成功?引入共享电动自行车对共享单车使用率的影响
IF 4.6 3区 工程技术 Q1 ECONOMICS Pub Date : 2024-08-28 DOI: 10.1016/j.retrec.2024.101476
Qiumeng Li , Davide Luca , Franz Fuerst , Zhiwu Wei

In recent years, shared electric bikes (e-bikes), as a novel shared micro-mobility mode, have experienced a significant increase in popularity. Yet, there is still limited evidence on whether the two forms of micro-mobility act as complements or substitutes. By exploring the effects of the entry of shared e-bikes on bike-sharing and overall shared cycling usage, this paper aims to explore the role of e-bikes in sustainable transportation solutions. The paper combines nearest-neighbour matching and a difference-in-differences event study with bi-monthly panel data of conventional bike-sharing and e-bike-sharing trips from 2020 to 2021. Results suggest that the effect of e-bike-share on bike-sharing at the grid level shifted from an initial complementary effect to a later substitution effect, ultimately resulting in a 22.6% reduction in bike-sharing usage and a 65.9% increase in overall shared cycling usage. The introduction of shared e-bikes simultaneously attracted new user groups and reduced existing barriers to using conventional bikes. With growing market saturation, any further expansion is found to have come to the detriment of the incumbent technology, i.e. the conventional pedal bike. Although shared e-bikes ultimately replaced part of shared bikes, they have increased the overall use of micro-mobility tools, contributing to the popularization of sustainable transportation.

近年来,共享电动自行车(电动自行车)作为一种新型的共享微型交通方式,受到了越来越多人的青睐。然而,关于这两种微型交通方式是互补还是替代的证据仍然有限。本文旨在通过探讨共享电动自行车的进入对共享单车和共享单车总体使用率的影响,探索电动自行车在可持续交通解决方案中的作用。本文结合最近邻匹配和差分事件研究,使用 2020 年至 2021 年传统共享单车和共享电动单车出行的双月面板数据。研究结果表明,在网格层面,共享电动自行车对共享单车的影响从最初的互补效应转变为后来的替代效应,最终导致共享单车使用量减少 22.6%,共享单车总体使用量增加 65.9%。共享电动自行车的引入同时吸引了新的用户群体,减少了使用传统自行车的现有障碍。随着市场日趋饱和,任何进一步的扩张都会损害现有技术,即传统的脚踏自行车。虽然共享电动自行车最终取代了部分共享自行车,但它们增加了微型移动工具的总体使用,促进了可持续交通的普及。
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引用次数: 0
Investigating the market share convergence and welfare potentials of asymmetric train access charges for the commercial passenger rail services 研究商业铁路客运服务不对称列车准入费的市场份额趋同和福利潜力
IF 4.6 3区 工程技术 Q1 ECONOMICS Pub Date : 2024-08-21 DOI: 10.1016/j.retrec.2024.101465
Dejan Trifunović , Nikola Stojadinović , Bojan Ristić , Predrag Jovanović

A recent market liberalisation of commercial passenger rail services since 2020 has brought a new era for long-distance transport in the EU. However, drawing from the experiences of countries with unsuccessful entry attempts, we investigate the effects of asymmetric train access charges (TAC). Asymmetric access regulation is based on lower access charges for entrants than for incumbents for a limited period in order to induce convergence of railway undertakings' (RU) market shares. Intending to compare the effects of symmetric and asymmetric TAC, we model oligopoly competition in the number of offered seats between the incumbent (Inoui) and entrant (Trenitalia) on the Paris–Lyon line, the first case of asymmetric TAC regulation on railways. In the first year of competition, consumer surplus, entrant's profit, and total welfare without infrastructure manager's profit increased with asymmetric TAC compared to symmetric TAC without discounts. As the discount for entrant diminishes over time, all previous welfare elements monotonically decline. By introducing new departures and running double trainsets, the entrant can reverse this monotonically declining trend. This implies that asymmetric TAC should provide additional incentives for entrants to increase their frequency and number of offered seats.

自 2020 年起,商业铁路客运服务的市场自由化为欧盟的长途运输带来了一个新时代。然而,我们借鉴了一些未成功进入市场的国家的经验,研究了非对称列车准入费(TAC)的影响。非对称准入监管的基础是,在一定时期内,对新进入者收取的准入费低于对现有者收取的准入费,以促使铁路企业(RU)的市场份额趋同。为了比较对称和非对称准入管制的效果,我们模拟了巴黎-里昂铁路线上在位者(Inoui)和进入者(Trenitalia)之间在提供座位数方面的寡头竞争,这是铁路非对称准入管制的第一个案例。在竞争的第一年,与没有折扣的对称总票价相比,非对称总票价增加了消费者剩余、新加入者的利润以及不含基础设施管理者利润的总福利。随着时间的推移,进入者的折扣逐渐减少,所有先前的福利要素都会单调下降。通过引入新的发车班次和运行双列车组,新加入者可以扭转这种单调下降的趋势。这意味着非对称的班次总数应为新加入者增加班次和座位数提供额外的激励。
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引用次数: 0
Housing prices, buses and trams in Medellín (Colombia) 麦德林的房价、公共汽车和有轨电车(哥伦比亚)
IF 4.6 3区 工程技术 Q1 ECONOMICS Pub Date : 2024-07-31 DOI: 10.1016/j.retrec.2024.101464
Miquel-Àngel Garcia-López , Luz Yadira Gómez-Hernández

This paper aims to establish the impact of two medium-capacity transportation systems (MCTS) on housing prices in Medellín (Colombia): Metroplús, a bus rapid transit (BRT) system, and Tranvía, a tramway system. Using repeated cross-sectional data from the Medellín Quality of Life Survey from 2008 to 2018 and difference-in-differences estimators, we find that Metroplús has a negative impact on the growth of rental prices, whereas Tranvía has a positive impact. We do not find any effect on several other outcomes, such as the perception of quality and coverage of the public transportation in the neighborhoods they serve, and the number of private vehicles in the household.

本文旨在确定两个中等运量交通系统(MCTS)对麦德林(哥伦比亚)房价的影响:Metroplús(快速公交系统)和Tranvía(有轨电车系统)。利用 2008 年至 2018 年麦德林生活质量调查的重复横截面数据和差分估计方法,我们发现 Metroplús 对租金价格的增长有负面影响,而 Tranvía 则有正面影响。我们没有发现对其他几项结果有任何影响,如对公共交通质量的感知、公共交通在所服务社区的覆盖率以及家庭中私家车的数量。
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引用次数: 0
The effects of subway operation for commercial land values: A case study in Daejeon, South Korea 地铁运营对商业地价的影响:韩国大田案例研究
IF 4.6 3区 工程技术 Q1 ECONOMICS Pub Date : 2024-07-02 DOI: 10.1016/j.retrec.2024.101462
Jihye Byun , Kitae Jang

The introduction of subways has a significant impact on surrounding land values due to increased floating population and improved accessibility. Many studies have sought to determine this change in the land value caused by subway operations. To overcome the limitations of the existing analysis, this study uses i) commercial land value, ii) a multilevel mixed-effects model, and iii) continuous yearly data before and after subway introduction. The study confirms that the land value changed significantly before and after the subway operation. The impact is larger in closer regions, and the rate of price reduction given a 1 m increase in distance to stations is greater. According to this study, the ability to more accurately estimate the indirect effects of introducing subways, such as fluctuations in land values, could contribute to the efficient distribution of transportation infrastructure funding and construction.

由于流动人口的增加和交通便利性的改善,地铁的引入对周边土地价值产生了重大影响。许多研究都试图确定地铁运营对土地价值造成的这种变化。为了克服现有分析的局限性,本研究使用了 i) 商业地价;ii) 多层次混合效应模型;iii) 地铁开通前后的连续年度数据。研究证实,地铁运营前后,土地价值发生了显著变化。距离较近的地区受到的影响更大,距离地铁站每增加 1 米,价格下降的幅度也更大。根据这项研究,如果能够更准确地估算出引入地铁的间接影响,如土地价值的波动,将有助于有效分配交通基础设施的资金和建设。
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引用次数: 0
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Research in Transportation Economics
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