Economic impacts of a subway system: Exploring local contexts in a metropolitan area

IF 4.1 2区 工程技术 Q2 BUSINESS Research in Transportation Business and Management Pub Date : 2024-08-29 DOI:10.1016/j.rtbm.2024.101188
Sihyun An , Kwangwon Ahn , Jungah Bae , Yena Song
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Abstract

With rapid urban population growth, more subway systems have been developed in metropolitan areas around the world. It is commonly presumed that the improved mobility and accessibility provided by subway systems are capitalized as a financial premium for nearby real estate assets. This study empirically explores this presumption with a case study of Gwangju, a metropolitan area in South Korea. The study site is found to have had a negative economic impact on housing prices from a subway system in the mid-2010s; however, the sign has changed over time, although the subway has experienced no actual expansion or operational changes. This indicates that the economic impact of subway systems may not necessarily become positive or remain static. We examine a wide range of local contexts to explain the sign change. Our study adopts machine learning algorithms to precisely address the nonlinearity inherent in our dataset and quantifies the importance of housing factors in the assessment of housing prices using SHapley Additive exPlanation. We also employ a series of hedonic pricing models to determine the effects of proximity to subway lines on housing prices across years. Key changes in the later 2010s, including the increased modal share of the subway system and local politics, should have resulted in the potential benefits of the to-be-extended network being widely and fully realized. Our findings contribute to understanding the mechanisms of the economic impact of evolving transportation infrastructure on housing prices.

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地铁系统的经济影响:探索大都市地区的当地情况
随着城市人口的快速增长,世界各地的大都市地区开发了越来越多的地铁系统。人们普遍认为,地铁系统所带来的流动性和可达性的改善会作为附近房地产资产的财务溢价而被资本化。本研究以韩国大都市光州为案例,对这一推测进行了实证研究。研究发现,在 2010 年代中期,该研究地点的地铁系统对房价产生了负面经济影响;然而,随着时间的推移,尽管地铁没有经历实际的扩建或运营变化,但这一迹象已经发生了变化。这表明,地铁系统对经济的影响并不一定是积极的或一成不变的。我们研究了各种当地情况,以解释标志的变化。我们的研究采用了机器学习算法来精确解决数据集固有的非线性问题,并利用 SHapley Additive exPlanation 量化了住房因素在房价评估中的重要性。我们还采用了一系列享乐主义定价模型来确定靠近地铁线对不同年份房价的影响。2010 年代后期的主要变化,包括地铁系统和地方政治在交通模式中所占比例的增加,应该会使即将延伸的地铁网络的潜在效益得到广泛而充分的发挥。我们的研究结果有助于理解不断发展的交通基础设施对房价的经济影响机制。
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
7.10
自引率
8.30%
发文量
175
期刊介绍: Research in Transportation Business & Management (RTBM) will publish research on international aspects of transport management such as business strategy, communication, sustainability, finance, human resource management, law, logistics, marketing, franchising, privatisation and commercialisation. Research in Transportation Business & Management welcomes proposals for themed volumes from scholars in management, in relation to all modes of transport. Issues should be cross-disciplinary for one mode or single-disciplinary for all modes. We are keen to receive proposals that combine and integrate theories and concepts that are taken from or can be traced to origins in different disciplines or lessons learned from different modes and approaches to the topic. By facilitating the development of interdisciplinary or intermodal concepts, theories and ideas, and by synthesizing these for the journal''s audience, we seek to contribute to both scholarly advancement of knowledge and the state of managerial practice. Potential volume themes include: -Sustainability and Transportation Management- Transport Management and the Reduction of Transport''s Carbon Footprint- Marketing Transport/Branding Transportation- Benchmarking, Performance Measurement and Best Practices in Transport Operations- Franchising, Concessions and Alternate Governance Mechanisms for Transport Organisations- Logistics and the Integration of Transportation into Freight Supply Chains- Risk Management (or Asset Management or Transportation Finance or ...): Lessons from Multiple Modes- Engaging the Stakeholder in Transportation Governance- Reliability in the Freight Sector
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