Impacts of COVID-19 on urban rail transit ridership using the Synthetic Control Method
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DOI: 10.1016/j.tranpol.2021.07.006
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- Ricardo Caballero & Eduardo Engel & Alejandro Micco, 2005.
"Microeconomic Flexibility in Latin America,"
Central Banking, Analysis, and Economic Policies Book Series, in: Jorge Restrepo & Andrea Tokman R. & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Series Edi (ed.),Labor Markets and Institutions, edition 1, volume 8, chapter 10, pages 329-366,
Central Bank of Chile.
- Ricardo Caballero G. & Eduardo Engel G. & Alejandro Micco A., 2004. "Microeconomic Flexibility in Latin America," Journal Economía Chilena (The Chilean Economy), Central Bank of Chile, vol. 7(2), pages 5-26, August.
- Ricardo J. Caballero & Eduardo M.R.A. Engel & Alejandro Micco, 2004. "Microeconomic Flexibility in Latin America," Working Papers 884, Economic Growth Center, Yale University.
- Ricardo J. Caballlero & Eduardo Engel & Alejandro Micco, 2004. "Microeconomic Flexibility in Latin America," NBER Working Papers 10398, National Bureau of Economic Research, Inc.
- Caballero, Ricardo J. & Engel, Eduardo M.R.A. & Micco, Alejandro, 2004. "Microeconomic Flexibility in Latin America," Center Discussion Papers 28527, Yale University, Economic Growth Center.
- Oguzoglu, Umut, 2020. "COVID-19 Lockdowns and Decline in Traffic Related Deaths and Injuries," IZA Discussion Papers 13278, Institute of Labor Economics (IZA).
- Diab, Ehab & Kasraian, Dena & Miller, Eric J. & Shalaby, Amer, 2020. "The rise and fall of transit ridership across Canada: Understanding the determinants," Transport Policy, Elsevier, vol. 96(C), pages 101-112.
- Chang, Hung-Hao & Lee, Brian & Yang, Feng-An & Liou, Yu-You, 2021. "Does COVID-19 affect metro use in Taipei?," Journal of Transport Geography, Elsevier, vol. 91(C).
- Alberto Abadie & Javier Gardeazabal, 2003. "The Economic Costs of Conflict: A Case Study of the Basque Country," American Economic Review, American Economic Association, vol. 93(1), pages 113-132, March.
- Nikolay Doudchenko & Guido W. Imbens, 2016. "Balancing, Regression, Difference-In-Differences and Synthetic Control Methods: A Synthesis," NBER Working Papers 22791, National Bureau of Economic Research, Inc.
- Campbell, Kayleigh B. & Brakewood, Candace, 2017. "Sharing riders: How bikesharing impacts bus ridership in New York City," Transportation Research Part A: Policy and Practice, Elsevier, vol. 100(C), pages 264-282.
- Alfredo Aloi & Borja Alonso & Juan Benavente & Rubén Cordera & Eneko Echániz & Felipe González & Claudio Ladisa & Raquel Lezama-Romanelli & Álvaro López-Parra & Vittorio Mazzei & Lucía Perrucci & Darí, 2020. "Effects of the COVID-19 Lockdown on Urban Mobility: Empirical Evidence from the City of Santander (Spain)," Sustainability, MDPI, vol. 12(9), pages 1-18, May.
- Dai, Jingchen & Liu, Zhiyong & Li, Ruimin, 2021. "Improving the subway attraction for the post-COVID-19 era: The role of fare-free public transport policy," Transport Policy, Elsevier, vol. 103(C), pages 21-30.
- Borbely, Daniel, 2019. "A case study on Germany’s aviation tax using the synthetic control approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 126(C), pages 377-395.
- Zhang, Junyi & Hayashi, Yoshitsugu & Frank, Lawrence D., 2021. "COVID-19 and transport: Findings from a world-wide expert survey," Transport Policy, Elsevier, vol. 103(C), pages 68-85.
- Luyu Liu & Harvey J Miller & Jonathan Scheff, 2020. "The impacts of COVID-19 pandemic on public transit demand in the United States," PLOS ONE, Public Library of Science, vol. 15(11), pages 1-22, November.
- Wang, Haoyun & Noland, Robert B., 2021. "Bikeshare and subway ridership changes during the COVID-19 pandemic in New York City," Transport Policy, Elsevier, vol. 106(C), pages 262-270.
- Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
- Bernal, Margarita & Welch, Eric W. & Sriraj, P.S., 2016. "The effect of slow zones on ridership: An analysis of the Chicago Transit Authority “El” Blue Line," Transportation Research Part A: Policy and Practice, Elsevier, vol. 87(C), pages 11-21.
- Kahane, Leo H. & Sannicandro, Peter, 2019. "The impact of 1998 Massachusetts gun laws on suicide: A synthetic control approach," Economics Letters, Elsevier, vol. 174(C), pages 104-108.
- Junyi Zhang, 2021. "People’s responses to the COVID-19 pandemic during its early stages and factors affecting those responses," Palgrave Communications, Palgrave Macmillan, vol. 8(1), pages 1-13, December.
- Chakour, Vincent & Eluru, Naveen, 2016. "Examining the influence of stop level infrastructure and built environment on bus ridership in Montreal," Journal of Transport Geography, Elsevier, vol. 51(C), pages 205-217.
- Ehlert, Andree, 2021. "The socio-economic determinants of COVID-19: A spatial analysis of German county level data," Socio-Economic Planning Sciences, Elsevier, vol. 78(C).
- Alberto Abadie & Alexis Diamond & Jens Hainmueller, 2015. "Comparative Politics and the Synthetic Control Method," American Journal of Political Science, John Wiley & Sons, vol. 59(2), pages 495-510, February.
- Cheng Hsiao & H. Steve Ching & Shui Ki Wan, 2012. "A Panel Data Approach For Program Evaluation: Measuring The Benefits Of Political And Economic Integration Of Hong Kong With Mainland China," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 27(5), pages 705-740, August.
- Alberto Abadie, 2021. "Using Synthetic Controls: Feasibility, Data Requirements, and Methodological Aspects," Journal of Economic Literature, American Economic Association, vol. 59(2), pages 391-425, June.
- Vickerman, Roger, 2021. "Will Covid-19 put the public back in public transport? A UK perspective," Transport Policy, Elsevier, vol. 103(C), pages 95-102.
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- Purim Srisawat & Wuyi Zhang & Kassara Sukpatch & Wachira Wichitphongsa, 2023. "Tourist Behavior and Sustainable Tourism Policy Planning in the COVID-19 Era: Insights from Thailand," Sustainability, MDPI, vol. 15(7), pages 1-21, March.
- Yuko Arai & Yukari Niwa & Takahiko Kusakabe & Kentaro Honma, 2023. "How has the Covid-19 pandemic affected wheelchair users? Time-series analysis of the number of railway passengers in Tokyo," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-13, December.
- Chen, Kong-Pin & Yang, Jui-Chung & Yang, Tzu-Ting, 2022. "JUE insight: Demand for transportation and spatial pattern of economic activity during the pandemic," Journal of Urban Economics, Elsevier, vol. 127(C).
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- Xin, Mengwei & Shalaby, Amer, 2024. "Investigation of the interaction between urban rail ridership and network topology characteristics using temporal lagged and reciprocal effects: A case study of Chengdu, China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 179(C).
- Fu, Yifan & Zhong, Shiquan & Ling, Shuai & He, Zhengbing, 2024. "Closing the loophole of vehicle ownership restriction: The impact of non-local vehicle restriction on new vehicle registrations and air pollution," Transportation Research Part A: Policy and Practice, Elsevier, vol. 185(C).
- Christidis, Panayotis & Navajas Cawood, Elena & Fiorello, Davide, 2022. "Challenges for urban transport policy after the Covid-19 pandemic: Main findings from a survey in 20 European cities," Transport Policy, Elsevier, vol. 129(C), pages 105-116.
- Dedík Milan & Gašparík Jozef & Bulková Zdenka & Kendra Martin & Šulko Peter, 2023. "Optimization of Timetables on the Prague – Bratislava / Vienna and Rail Transport Route in the Post-Pandemic Period," LOGI – Scientific Journal on Transport and Logistics, Sciendo, vol. 14(1), pages 110-121, January.
- Meng, Xin & Guo, Mingxue & Gao, Ziyou & Kang, Liujiang, 2023. "Interaction between travel restriction policies and the spread of COVID-19," Transport Policy, Elsevier, vol. 136(C), pages 209-227.
- Mantas Lukauskas & Vaida Pilinkienė & Jurgita Bruneckienė & Alina Stundžienė & Andrius Grybauskas & Tomas Ruzgas, 2022. "Economic Activity Forecasting Based on the Sentiment Analysis of News," Mathematics, MDPI, vol. 10(19), pages 1-22, September.
- Endo, Hideaki & Goto, Mika, 2024. "The impact of the Covid-19 pandemic on the management of private railway companies in Japan: Profitability and business model analyses," Transport Policy, Elsevier, vol. 147(C), pages 32-49.
- He, Peiming & Zhang, Jiaming & Chen, Litai, 2022. "Time is money: Impact of China-Europe Railway Express on the export of laptop products from Chongqing to Europe," Transport Policy, Elsevier, vol. 125(C), pages 312-322.
- Jiang, Shixiong & Cai, Canhuang, 2022. "Unraveling the dynamic impacts of COVID-19 on metro ridership: An empirical analysis of Beijing and Shanghai, China," Transport Policy, Elsevier, vol. 127(C), pages 158-170.
- Wallimann, Hannes & Blättler, Kevin & von Arx, Widar, 2023. "Do price reductions attract customers in urban public transport? A synthetic control approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 173(C).
- Hannes Wallimann & Kevin Blattler & Widar von Arx, 2021. "Do price reductions attract customers in urban public transport? A synthetic control approach," Papers 2111.14613, arXiv.org, revised Mar 2022.
- Zhang, Junyi & Hayashi, Yoshitsugu, 2022. "Research frontier of COVID-19 and passenger transport: A focus on policymaking," Transport Policy, Elsevier, vol. 119(C), pages 78-88.
- Ma, Zhiao & Yang, Xin & Wu, Jianjun & Chen, Anthony & Wei, Yun & Gao, Ziyou, 2022. "Measuring the resilience of an urban rail transit network: A multi-dimensional evaluation model," Transport Policy, Elsevier, vol. 129(C), pages 38-50.
- Guo, Liquan & Jiang, Changmin & Hou, Weilu & Ng, Adolf K.Y. & Shi, Qin, 2024. "International multimodal transport connectivity assessment of multimodal transport from mainland China to Europe," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 186(C).
- Xu, Xinyue & Liu, Jing & Zhang, Anzhong & XieLan, Shiyu & Li, Zinuo & Liu, Jun & Ran, Bin, 2024. "The impacts of COVID-19 on route choice with guidance information in urban rail transit of megacities," Transportation Research Part A: Policy and Practice, Elsevier, vol. 183(C).
- Ziedan, Abubakr & Lima, Luiz & Brakewood, Candace, 2023. "A multiple mediation analysis to untangle the impacts of COVID-19 on nationwide bus ridership in the United States," Transportation Research Part A: Policy and Practice, Elsevier, vol. 173(C).
- Soria, Jason & Edward, Deirdre & Stathopoulos, Amanda, 2023. "Requiem for transit ridership? An examination of who abandoned, who will return, and who will ride more with mobility as a service," Transport Policy, Elsevier, vol. 134(C), pages 139-154.
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Keywords
COVID-19 effects; Relative change in daily ridership; Synthetic control method; System closure effects; Ridership recovery;All these keywords.
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