Impacts of COVID-19 on urban rail transit ridership using the Synthetic Control Method

The outbreak of COVID-19 in 2020 has had drastic impacts on urban economies and activities, with transit systems around the world witnessing an unprecedented decline in ridership. This paper attempts to estimate the effect of COVID-19 on the daily ridership of urban rail transit (URT) using the Synt...

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Published inTransport policy Vol. 111; pp. 1 - 16
Main Authors Xin, Mengwei, Shalaby, Amer, Feng, Shumin, Zhao, Hu
Format Journal Article
LanguageEnglish
Published Netherlands Elsevier Ltd 01.09.2021
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Abstract The outbreak of COVID-19 in 2020 has had drastic impacts on urban economies and activities, with transit systems around the world witnessing an unprecedented decline in ridership. This paper attempts to estimate the effect of COVID-19 on the daily ridership of urban rail transit (URT) using the Synthetic Control Method (SCM). Six variables are selected as the predictors, among which four variables unaffected by the pandemic are employed. A total of 22 cities from Asia, Europe, and the US with varying timelines of the pandemic outbreak are selected in this study. The effect of COVID-19 on the URT ridership in 11 cities in Asia is investigated using the difference between their observed ridership reduction and the potential ridership generated by the other 11 cities. Additionally, the effect of the system closure in Wuhan on ridership recovery is analyzed. A series of placebo tests are rolled out to confirm the significance of these analyses. Two traditional methods (causal impact analysis and straightforward analysis) are employed to illustrate the usefulness of the SCM. Most Chinese cities experienced about a 90% reduction in ridership with some variation among different cities. Seoul and Singapore experienced a minor decrease compared to Chinese cities. The results suggest that URT ridership reductions are associated with the severity and duration of restrictions and lockdowns. Full system closure can have severe impacts on the speed of ridership recovery following resumption of service, as demonstrated in the case of Wuhan with about 22% slower recovery. The results of this study can provide support for policymakers to monitor the URT ridership during the recovery period and understand the likely effects of system closure if considered in future emergency events. •The Synthetic Control Method helps evaluate COVID-19's impact on public transit.•A reduction effect of COVID-19 on ridership is indicated in most Chinese cities.•Ridership reduction varies between cities and is not guided by the infection rate.•Ridership reduction is influenced by the severity and duration of lockdowns.•Full system closure delayed the ridership recovery following service resumption.
AbstractList The outbreak of COVID-19 in 2020 has had drastic impacts on urban economies and activities, with transit systems around the world witnessing an unprecedented decline in ridership. This paper attempts to estimate the effect of COVID-19 on the daily ridership of urban rail transit (URT) using the Synthetic Control Method (SCM). Six variables are selected as the predictors, among which four variables unaffected by the pandemic are employed. A total of 22 cities from Asia, Europe, and the US with varying timelines of the pandemic outbreak are selected in this study. The effect of COVID-19 on the URT ridership in 11 cities in Asia is investigated using the difference between their observed ridership reduction and the potential ridership generated by the other 11 cities. Additionally, the effect of the system closure in Wuhan on ridership recovery is analyzed. A series of placebo tests are rolled out to confirm the significance of these analyses. Two traditional methods (causal impact analysis and straightforward analysis) are employed to illustrate the usefulness of the SCM. Most Chinese cities experienced about a 90% reduction in ridership with some variation among different cities. Seoul and Singapore experienced a minor decrease compared to Chinese cities. The results suggest that URT ridership reductions are associated with the severity and duration of restrictions and lockdowns. Full system closure can have severe impacts on the speed of ridership recovery following resumption of service, as demonstrated in the case of Wuhan with about 22% slower recovery. The results of this study can provide support for policymakers to monitor the URT ridership during the recovery period and understand the likely effects of system closure if considered in future emergency events.
The outbreak of COVID-19 in 2020 has had drastic impacts on urban economies and activities, with transit systems around the world witnessing an unprecedented decline in ridership. This paper attempts to estimate the effect of COVID-19 on the daily ridership of urban rail transit (URT) using the Synthetic Control Method (SCM). Six variables are selected as the predictors, among which four variables unaffected by the pandemic are employed. A total of 22 cities from Asia, Europe, and the US with varying timelines of the pandemic outbreak are selected in this study. The effect of COVID-19 on the URT ridership in 11 cities in Asia is investigated using the difference between their observed ridership reduction and the potential ridership generated by the other 11 cities. Additionally, the effect of the system closure in Wuhan on ridership recovery is analyzed. A series of placebo tests are rolled out to confirm the significance of these analyses. Two traditional methods (causal impact analysis and straightforward analysis) are employed to illustrate the usefulness of the SCM. Most Chinese cities experienced about a 90% reduction in ridership with some variation among different cities. Seoul and Singapore experienced a minor decrease compared to Chinese cities. The results suggest that URT ridership reductions are associated with the severity and duration of restrictions and lockdowns. Full system closure can have severe impacts on the speed of ridership recovery following resumption of service, as demonstrated in the case of Wuhan with about 22% slower recovery. The results of this study can provide support for policymakers to monitor the URT ridership during the recovery period and understand the likely effects of system closure if considered in future emergency events. •The Synthetic Control Method helps evaluate COVID-19's impact on public transit.•A reduction effect of COVID-19 on ridership is indicated in most Chinese cities.•Ridership reduction varies between cities and is not guided by the infection rate.•Ridership reduction is influenced by the severity and duration of lockdowns.•Full system closure delayed the ridership recovery following service resumption.
Author Shalaby, Amer
Xin, Mengwei
Feng, Shumin
Zhao, Hu
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Cites_doi 10.1257/jel.20191450
10.1016/j.trc.2015.01.021
10.1016/j.econlet.2018.11.004
10.1016/j.jtrangeo.2016.01.007
10.1371/journal.pone.0242476
10.1214/14-AOAS788
10.1016/j.tranpol.2021.01.005
10.1038/s41597-020-00778-7
10.1088/1757-899X/688/4/044021
10.1016/j.tra.2017.04.017
10.1016/j.tranpol.2021.01.007
10.1002/jae.1230
10.3389/fpsyg.2021.619145
10.1016/j.tra.2019.06.017
10.1016/S1473-3099(20)30120-1
10.1088/1742-6596/1754/1/012187
10.1016/j.jtrangeo.2021.102954
10.1111/ajps.12116
10.1257/000282803321455188
10.1080/15472450.2013.868284
10.1198/jasa.2009.ap08746
10.1016/j.tranpol.2020.07.002
10.1016/j.seps.2021.101083
10.1016/j.tranpol.2021.04.004
10.1016/j.ijid.2020.05.031
10.1016/j.tranpol.2021.01.011
10.1016/j.tra.2016.02.007
10.1016/j.trc.2016.12.001
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Keywords System closure effects
Relative change in daily ridership
COVID-19 effects
Synthetic control method
Ridership recovery
Language English
License 2021 Elsevier Ltd. All rights reserved.
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References Borbely (bib11) 2019; 126
Campbell, Brakewood (bib16) 2017; 100
Wang, Noland (bib58) 2021; 106
Miller, Shalaby, Diab, Kasraian (bib45) 2018; 2018
Liu, Miller, Scheff (bib40) 2020; 15
(bib47) 2020
Lai, Bogoch, Ruktanonchai, Watts, Lu, Yang, Yu, Khan, Tatem (bib38) 2020
Abadie, Diamond, Hainmueller (bib2) 2015; 59
Doudchenko, Imbens (bib23) 2016
Timeline of WHO’s response to COVID-19, (n.d).
Zhang (bib62) 2021; 8
Yu, Yan, Wang (bib61) 2019; 688
MTA, n.d. Best January Metrics in Seven Years for NYC Subway, Eight Years for LIRR, and Best Month on Metro-North in Almost Six Years.
Oguzoglu (bib51) 2020
Mondino, Di Baldassarre, Mård, Ridolfi, Rusca (bib48) 2020; 7
Teixeira, Lopes (bib55) 2020; 6
(bib44) 2019
Huang (bib34) 2021; 1754
Chang, Lee, Yang, Liou (bib18) 2021; 91
bib43
Brakewood, Macfarlane, Watkins (bib65) 2015; 53
(bib7) 2020
Diab, Kasraian, Miller, Shalaby (bib21) 2020; 96
Wang, Zhang, Chen, Zhang (bib59) 2018
Dai, Liu, Li (bib19) 2021; 103
Dong, Du, Gardner (bib22) 2020; 20
Bernal, Welch, Sriraj (bib10) 2016; 87
Guzman, Gomez, Moncada (bib30) 2019
(bib42) 2020
(bib29) 2020
He, Zhao, Tsui (bib31) 2020
Abadie (bib5) 2021; 59
Lee, Park, Lee, Kim, Lee, Jung, Nam (bib39) 2020; 96
Jenelius, Cebecauer (bib35) 2020; 8
Attema, L'Haridon, Raude, Seror (bib9) 2021; 12
Experiments (bib26) 2008; 1131
Aloi, Alonso, Benavente, Cordera, Echániz, González, Ladisa, Lezama-Romanelli, López-Parra, Mazzei, Perrucci, Prieto-Quintana, Rodríguez, Sañudo (bib6) 2020; 12
Arimura, Vinh, Okumura, Asada (bib8) 2020; 7
Zhou, Wang, Li, Yue, Tu, Cao (bib64) 2017; 75
(bib46) 2020
Ferman, Pinto (bib27) 2019
Abbott, Bennett, Hickson, Allen, Sherratt, Funk (bib4) 2020; V209
Chakour, Eluru (bib17) 2016; 51
Pereira, Rodrigues, Ben-Akiva (bib52) 2015; 19
Brodersen, Gallusser, Koehler, Remy, Scott (bib14) 2015; 9
Ehlert (bib24) 2021
Cameron, Trivedi (bib15) 2005
bib60
(bib28) 2020
Loske (bib41) 2020; 6
Zhang, Hayashi, Frank (bib63) 2021; 103
(bib53) 2020
Vickerman (bib57) 2021; 103
bib20
L'Hour (bib37) 2020
Kahane, Sannicandro (bib36) 2019; 174
Abadie, Gardeazabal (bib3) 2003; 93
Hsiao, Steve Ching, Ki Wan (bib32) 2012; 27
(bib50) 2020
Hu, Chen (bib33) 2021; 90
Abadie, Diamond, Hainmueller (bib1) 2010; 105
(bib25) 2020
Tan, Ma (bib54) 2020; 8
10.1016/j.tranpol.2021.07.006_bib49
Borbely (10.1016/j.tranpol.2021.07.006_bib11) 2019; 126
Lai (10.1016/j.tranpol.2021.07.006_bib38) 2020
(10.1016/j.tranpol.2021.07.006_bib47) 2020
Liu (10.1016/j.tranpol.2021.07.006_bib40) 2020; 15
Oguzoglu (10.1016/j.tranpol.2021.07.006_bib51) 2020
Dong (10.1016/j.tranpol.2021.07.006_bib22) 2020; 20
Zhang (10.1016/j.tranpol.2021.07.006_bib62) 2021; 8
(10.1016/j.tranpol.2021.07.006_bib50) 2020
(10.1016/j.tranpol.2021.07.006_bib28) 2020
Loske (10.1016/j.tranpol.2021.07.006_bib41) 2020; 6
Vickerman (10.1016/j.tranpol.2021.07.006_bib57) 2021; 103
Campbell (10.1016/j.tranpol.2021.07.006_bib16) 2017; 100
Abbott (10.1016/j.tranpol.2021.07.006_bib4) 2020; V209
Wang (10.1016/j.tranpol.2021.07.006_bib58) 2021; 106
Abadie (10.1016/j.tranpol.2021.07.006_bib1) 2010; 105
Ehlert (10.1016/j.tranpol.2021.07.006_bib24) 2021
10.1016/j.tranpol.2021.07.006_bib56
Pereira (10.1016/j.tranpol.2021.07.006_bib52) 2015; 19
He (10.1016/j.tranpol.2021.07.006_bib31) 2020
Bernal (10.1016/j.tranpol.2021.07.006_bib10) 2016; 87
(10.1016/j.tranpol.2021.07.006_bib7) 2020
Brakewood (10.1016/j.tranpol.2021.07.006_bib65) 2015; 53
(10.1016/j.tranpol.2021.07.006_bib46) 2020
Guzman (10.1016/j.tranpol.2021.07.006_bib30) 2019
Brodersen (10.1016/j.tranpol.2021.07.006_bib14) 2015; 9
Wang (10.1016/j.tranpol.2021.07.006_bib59) 2018
Yu (10.1016/j.tranpol.2021.07.006_bib61) 2019; 688
Chakour (10.1016/j.tranpol.2021.07.006_bib17) 2016; 51
(10.1016/j.tranpol.2021.07.006_bib29) 2020
Huang (10.1016/j.tranpol.2021.07.006_bib34) 2021; 1754
Abadie (10.1016/j.tranpol.2021.07.006_bib3) 2003; 93
Arimura (10.1016/j.tranpol.2021.07.006_bib8) 2020; 7
Hsiao (10.1016/j.tranpol.2021.07.006_bib32) 2012; 27
(10.1016/j.tranpol.2021.07.006_bib42) 2020
Miller (10.1016/j.tranpol.2021.07.006_bib45) 2018; 2018
Chang (10.1016/j.tranpol.2021.07.006_bib18) 2021; 91
Cameron (10.1016/j.tranpol.2021.07.006_bib15) 2005
(10.1016/j.tranpol.2021.07.006_bib25) 2020
Abadie (10.1016/j.tranpol.2021.07.006_bib2) 2015; 59
Aloi (10.1016/j.tranpol.2021.07.006_bib6) 2020; 12
Experiments (10.1016/j.tranpol.2021.07.006_bib26) 2008; 1131
Ferman (10.1016/j.tranpol.2021.07.006_bib27) 2019
Kahane (10.1016/j.tranpol.2021.07.006_bib36) 2019; 174
Diab (10.1016/j.tranpol.2021.07.006_bib21) 2020; 96
(10.1016/j.tranpol.2021.07.006_bib44) 2019
Tan (10.1016/j.tranpol.2021.07.006_bib54) 2020; 8
Zhou (10.1016/j.tranpol.2021.07.006_bib64) 2017; 75
(10.1016/j.tranpol.2021.07.006_bib53) 2020
Doudchenko (10.1016/j.tranpol.2021.07.006_bib23) 2016
Abadie (10.1016/j.tranpol.2021.07.006_bib5) 2021; 59
L'Hour (10.1016/j.tranpol.2021.07.006_bib37) 2020
Mondino (10.1016/j.tranpol.2021.07.006_bib48) 2020; 7
Teixeira (10.1016/j.tranpol.2021.07.006_bib55) 2020; 6
Dai (10.1016/j.tranpol.2021.07.006_bib19) 2021; 103
Zhang (10.1016/j.tranpol.2021.07.006_bib63) 2021; 103
Hu (10.1016/j.tranpol.2021.07.006_bib33) 2021; 90
Attema (10.1016/j.tranpol.2021.07.006_bib9) 2021; 12
Jenelius (10.1016/j.tranpol.2021.07.006_bib35) 2020; 8
Lee (10.1016/j.tranpol.2021.07.006_bib39) 2020; 96
References_xml – ident: bib20
  article-title: Public transport operation and ridership
– volume: 51
  start-page: 205
  year: 2016
  end-page: 217
  ident: bib17
  article-title: Examining the influence of stop level infrastructure and built environment on bus ridership in Montreal
  publication-title: J. Transport Geogr.
  contributor:
    fullname: Eluru
– volume: 12
  year: 2020
  ident: bib6
  article-title: Effects of the COVID-19 lockdown on urban mobility: empirical evidence from the city of Santander (Spain)
  publication-title: Sustain. Times
  contributor:
    fullname: Sañudo
– year: 2005
  ident: bib15
  article-title: Microeconometrics. Microeconometrics
  contributor:
    fullname: Trivedi
– volume: 93
  start-page: 113
  year: 2003
  end-page: 132
  ident: bib3
  article-title: American economic association the economic costs of Conflict : a case study of the Basque country author ( s ): Alberto Abadie and javier gardeazabal Source
  publication-title: Am. Econ. Rev.
  contributor:
    fullname: Gardeazabal
– volume: 100
  start-page: 264
  year: 2017
  end-page: 282
  ident: bib16
  article-title: Sharing riders: how bikesharing impacts bus ridership in New York City
  publication-title: Transp. Res. Part A Policy Pract
  contributor:
    fullname: Brakewood
– volume: 8
  start-page: 1
  year: 2021
  end-page: 13
  ident: bib62
  article-title: People's responses to the COVID-19 pandemic during its early stages and factors affecting those responses
  publication-title: Human. Soc. Sci. Commun.
  contributor:
    fullname: Zhang
– volume: 20
  start-page: 533
  year: 2020
  end-page: 534
  ident: bib22
  article-title: An interactive web-based dashboard to track COVID-19 in real time
  publication-title: Lancet Infect. Dis.
  contributor:
    fullname: Gardner
– volume: 19
  start-page: 273
  year: 2015
  end-page: 288
  ident: bib52
  article-title: Using data from the web to predict public transport arrivals under special events scenarios
  publication-title: J. Intell. Transport. Syst. Technol. Plann. Oper.
  contributor:
    fullname: Ben-Akiva
– start-page: 1
  year: 2019
  end-page: 41
  ident: bib27
  article-title: Synthetic controls with imperfect pre-treatment Fit∗
  publication-title: arXiv
  contributor:
    fullname: Pinto
– ident: bib60
  article-title: COVID-19 lockdowns
– volume: 105
  start-page: 493
  year: 2010
  end-page: 505
  ident: bib1
  article-title: Synthetic control methods for comparative case studies: estimating the effect of California's Tobacco control program
  publication-title: J. Am. Stat. Assoc.
  contributor:
    fullname: Hainmueller
– volume: 126
  start-page: 377
  year: 2019
  end-page: 395
  ident: bib11
  article-title: A case study on Germany's aviation tax using the synthetic control approach
  publication-title: Transp. Res. Part A Policy Pract.
  contributor:
    fullname: Borbely
– volume: 96
  start-page: 101
  year: 2020
  end-page: 112
  ident: bib21
  article-title: The rise and fall of transit ridership across Canada: understanding the determinants
  publication-title: Transport Pol.
  contributor:
    fullname: Shalaby
– volume: 8
  start-page: 186
  year: 2020
  end-page: 195
  ident: bib54
  article-title: Choice behavior of commuters’ rail transit mode during the COVID-19 pandemic based on logistic model
  publication-title: J. Traffic Transport. Eng.
  contributor:
    fullname: Ma
– volume: 103
  start-page: 68
  year: 2021
  end-page: 85
  ident: bib63
  article-title: COVID-19 and transport: findings from a world-wide expert survey
  publication-title: Transport Pol.
  contributor:
    fullname: Frank
– volume: 91
  start-page: 102954
  year: 2021
  ident: bib18
  article-title: Does COVID-19 affect metro use in Taipei?
  publication-title: J. Transport Geogr.
  contributor:
    fullname: Liou
– year: 2020
  ident: bib53
  article-title: Seoul Metro Ridership
– volume: 87
  start-page: 11
  year: 2016
  end-page: 21
  ident: bib10
  article-title: The effect of slow zones on ridership: an analysis of the chicago transit authority “el” blue line
  publication-title: Transp. Res. Part A Policy Pract.
  contributor:
    fullname: Sriraj
– year: 2019
  ident: bib44
  article-title: Urban Rail Transit Annual Statistics and Analysis Report
– year: 2020
  ident: bib47
  article-title: Passenger Volume Monthly Report for Urban Cities
– year: 2020
  ident: bib28
  article-title: The State of Florida Agency for Health Care Administration's Online Report
– volume: 1754
  year: 2021
  ident: bib34
  article-title: Missing data filling method based on linear interpolation and lightgbm
  publication-title: J. Phys. Conf. Ser.
  contributor:
    fullname: Huang
– volume: 7
  start-page: 1
  year: 2020
  end-page: 7
  ident: bib48
  article-title: Public perceptions of multiple risks during the COVID-19 pandemic in Italy and Sweden
  publication-title: Sci. Data
  contributor:
    fullname: Rusca
– volume: 103
  start-page: 95
  year: 2021
  end-page: 102
  ident: bib57
  article-title: Will Covid-19 put the public back in public transport? A UK perspective
  publication-title: Transport Pol.
  contributor:
    fullname: Vickerman
– volume: 59
  start-page: 495
  year: 2015
  end-page: 510
  ident: bib2
  article-title: Comparative politics and the synthetic control method
  publication-title: Am. J. Pol. Sci.
  contributor:
    fullname: Hainmueller
– volume: V209
  year: 2020
  ident: bib4
  article-title: National and subnational estimates of the covid 19 reproduction number (R) for the United States of America based on test results
  publication-title: Harvard Dataverse
  contributor:
    fullname: Funk
– year: 2020
  ident: bib46
  article-title: Updates on Covid-19 Local Situation
– volume: 96
  start-page: 399
  year: 2020
  end-page: 407
  ident: bib39
  article-title: The relationship between trends in COVID-19 prevalence and traffic levels in South Korea
  publication-title: Int. J. Infect. Dis.
  contributor:
    fullname: Nam
– volume: 12
  start-page: 1
  year: 2021
  end-page: 16
  ident: bib9
  article-title: Beliefs and risk perceptions about COVID-19: evidence from two successive French representative surveys during lockdown
  publication-title: Front. Psychol.
  contributor:
    fullname: Seror
– volume: 1131
  start-page: 1127
  year: 2008
  end-page: 1131
  ident: bib26
  article-title: Editorial identification of treatment
  publication-title: Effects
  contributor:
    fullname: Experiments
– volume: 90
  year: 2021
  ident: bib33
  article-title: Who left riding transit? Examining socioeconomic disparities in the impact of COVID-19 on ridership
  publication-title: Transport. Res. Transport Environ.
  contributor:
    fullname: Chen
– start-page: 1
  year: 2020
  end-page: 41
  ident: bib31
  article-title: An adapted geographically weighted LASSO (Ada-GWL) model for predicting subway ridership
  publication-title: Transportation
  contributor:
    fullname: Tsui
– year: 2018
  ident: bib59
  article-title: Short-term forecasting of urban rail transit ridership based on ARIMA and wavelet decomposition
  publication-title: AIP Conference Proceedings
  contributor:
    fullname: Zhang
– year: 2020
  ident: bib37
  article-title: Penalized Synth Examples
  contributor:
    fullname: L'Hour
– volume: 688
  year: 2019
  ident: bib61
  article-title: Exploring the impacts of online car-hailing service on individuals' travel behavior
  publication-title: IOP Conf. Ser. Mater. Sci. Eng.
  contributor:
    fullname: Wang
– volume: 75
  start-page: 17
  year: 2017
  end-page: 29
  ident: bib64
  article-title: Impacts of weather on public transport ridership: results from mining data from different sources
  publication-title: Transport. Res. C Emerg. Technol.
  contributor:
    fullname: Cao
– volume: 174
  start-page: 104
  year: 2019
  end-page: 108
  ident: bib36
  article-title: The impact of 1998 Massachusetts gun laws on suicide: a synthetic control approach
  publication-title: Econ. Lett.
  contributor:
    fullname: Sannicandro
– year: 2020
  ident: bib38
  article-title: Assessing spread risk of Wuhan novel coronavirus within and beyond China, January-April 2020: a travel network-based modelling study
  publication-title: medRxiv
  contributor:
    fullname: Tatem
– ident: bib43
  article-title: Will COVID-19 fundamentally change mobility?
– start-page: 1
  year: 2019
  end-page: 19
  ident: bib30
  article-title: Short run fare elasticities for Bogotá’s BRT system: ridership responses to fare increases
  publication-title: Transportation
  contributor:
    fullname: Moncada
– volume: 27
  start-page: 705
  year: 2012
  end-page: 740
  ident: bib32
  article-title: A panel data approach for program evaluation: measuring the benefits of political and economic integration of Hong Kong with Mainland China
  publication-title: J. Appl. Econom.
  contributor:
    fullname: Ki Wan
– volume: 59
  start-page: 391
  year: 2021
  end-page: 425
  ident: bib5
  article-title: Using synthetic controls: feasibility, data requirements, and methodological aspects
  publication-title: J. Econ. Lit.
  contributor:
    fullname: Abadie
– volume: 2018
  year: 2018
  ident: bib45
  article-title: Canadian transit ridership trends study: final report
  publication-title: Can. Urban Transit Assoc.
  contributor:
    fullname: Kasraian
– volume: 9
  start-page: 247
  year: 2015
  end-page: 274
  ident: bib14
  article-title: Inferring causal impact using bayesian structural time-series models
  publication-title: Ann. Appl. Stat.
  contributor:
    fullname: Scott
– year: 2020
  ident: bib29
  article-title: Light Rail and Tram Statistics
– year: 2020
  ident: bib7
  article-title: Ridership Quarterly Report
– volume: 53
  start-page: 59
  year: 2015
  end-page: 75
  ident: bib65
  article-title: The impact of real-time information on bus ridership in New York City
  publication-title: Transport. Res. C Emerg. Technol.
  contributor:
    fullname: Watkins
– volume: 6
  year: 2020
  ident: bib41
  article-title: The impact of COVID-19 on transport volume and freight capacity dynamics: an empirical analysis in German food retail logistics
  publication-title: Transp. Res. Interdiscip. Perspect.
  contributor:
    fullname: Loske
– year: 2016
  ident: bib23
  article-title: Balancing, Regression, Difference-In-Differences and Synthetic Control Methods: A Synthesis
  contributor:
    fullname: Imbens
– year: 2020
  ident: bib50
  article-title: Passenger Transport Statistics
– volume: 106
  start-page: 262
  year: 2021
  end-page: 270
  ident: bib58
  article-title: Bikeshare and subway ridership changes during the COVID-19 pandemic in New York city
  publication-title: Transport Pol.
  contributor:
    fullname: Noland
– volume: 15
  start-page: 1
  year: 2020
  end-page: 22
  ident: bib40
  article-title: The impacts of COVID-19 pandemic on public transit demand in the United States
  publication-title: PloS One
  contributor:
    fullname: Scheff
– year: 2020
  ident: bib42
  article-title: MTR Patronage Fig.S for November 2020
– year: 2020
  ident: bib51
  article-title: Discussion paper series: COVID-19 lockdowns and decline in traffic related deaths and injuries
  publication-title: IZA – Inst. Labor Econ
  contributor:
    fullname: Oguzoglu
– volume: 8
  year: 2020
  ident: bib35
  article-title: Impacts of COVID-19 on public transport ridership in Sweden: analysis of ticket validations, sales and passenger counts
  publication-title: Transp. Res. Interdiscip. Perspect.
  contributor:
    fullname: Cebecauer
– volume: 6
  year: 2020
  ident: bib55
  article-title: The link between bike sharing and subway use during the COVID-19 pandemic: the case-study of New York's Citi Bike
  publication-title: Transp. Res. Interdiscip. Perspect.
  contributor:
    fullname: Lopes
– volume: 7
  year: 2020
  ident: bib8
  article-title: Transportation research interdisciplinary perspectives changes in urban mobility in Sapporo city , Japan due to the covid-19 emergency declarations
  publication-title: Transp. Res. Interdiscip. Perspect.
  contributor:
    fullname: Asada
– year: 2020
  ident: bib25
  article-title: COVID-19: what Is Happening in the Area of Urban Mobility
– volume: 103
  start-page: 21
  year: 2021
  end-page: 30
  ident: bib19
  article-title: Improving the subway attraction for the post-COVID-19 era: the role of fare-free public transport policy
  publication-title: Transport Pol.
  contributor:
    fullname: Li
– year: 2021
  ident: bib24
  article-title: The socio-economic determinants of COVID-19: a spatial analysis of German county level data
  publication-title: Soc. Econ. Plann. Sci.
  contributor:
    fullname: Ehlert
– year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib37
  contributor:
    fullname: L'Hour
– volume: 59
  start-page: 391
  issue: 2
  year: 2021
  ident: 10.1016/j.tranpol.2021.07.006_bib5
  article-title: Using synthetic controls: feasibility, data requirements, and methodological aspects
  publication-title: J. Econ. Lit.
  doi: 10.1257/jel.20191450
  contributor:
    fullname: Abadie
– volume: 53
  start-page: 59
  year: 2015
  ident: 10.1016/j.tranpol.2021.07.006_bib65
  article-title: The impact of real-time information on bus ridership in New York City
  publication-title: Transport. Res. C Emerg. Technol.
  doi: 10.1016/j.trc.2015.01.021
  contributor:
    fullname: Brakewood
– volume: 174
  start-page: 104
  year: 2019
  ident: 10.1016/j.tranpol.2021.07.006_bib36
  article-title: The impact of 1998 Massachusetts gun laws on suicide: a synthetic control approach
  publication-title: Econ. Lett.
  doi: 10.1016/j.econlet.2018.11.004
  contributor:
    fullname: Kahane
– volume: 51
  start-page: 205
  year: 2016
  ident: 10.1016/j.tranpol.2021.07.006_bib17
  article-title: Examining the influence of stop level infrastructure and built environment on bus ridership in Montreal
  publication-title: J. Transport Geogr.
  doi: 10.1016/j.jtrangeo.2016.01.007
  contributor:
    fullname: Chakour
– volume: 90
  year: 2021
  ident: 10.1016/j.tranpol.2021.07.006_bib33
  article-title: Who left riding transit? Examining socioeconomic disparities in the impact of COVID-19 on ridership
  publication-title: Transport. Res. Transport Environ.
  contributor:
    fullname: Hu
– year: 2016
  ident: 10.1016/j.tranpol.2021.07.006_bib23
  contributor:
    fullname: Doudchenko
– volume: 15
  start-page: 1
  year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib40
  article-title: The impacts of COVID-19 pandemic on public transit demand in the United States
  publication-title: PloS One
  doi: 10.1371/journal.pone.0242476
  contributor:
    fullname: Liu
– ident: 10.1016/j.tranpol.2021.07.006_bib49
– year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib51
  article-title: Discussion paper series: COVID-19 lockdowns and decline in traffic related deaths and injuries
  publication-title: IZA – Inst. Labor Econ
  contributor:
    fullname: Oguzoglu
– volume: 9
  start-page: 247
  year: 2015
  ident: 10.1016/j.tranpol.2021.07.006_bib14
  article-title: Inferring causal impact using bayesian structural time-series models
  publication-title: Ann. Appl. Stat.
  doi: 10.1214/14-AOAS788
  contributor:
    fullname: Brodersen
– volume: 8
  year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib35
  article-title: Impacts of COVID-19 on public transport ridership in Sweden: analysis of ticket validations, sales and passenger counts
  publication-title: Transp. Res. Interdiscip. Perspect.
  contributor:
    fullname: Jenelius
– volume: 2018
  year: 2018
  ident: 10.1016/j.tranpol.2021.07.006_bib45
  article-title: Canadian transit ridership trends study: final report
  publication-title: Can. Urban Transit Assoc.
  contributor:
    fullname: Miller
– volume: 103
  start-page: 95
  year: 2021
  ident: 10.1016/j.tranpol.2021.07.006_bib57
  article-title: Will Covid-19 put the public back in public transport? A UK perspective
  publication-title: Transport Pol.
  doi: 10.1016/j.tranpol.2021.01.005
  contributor:
    fullname: Vickerman
– year: 2019
  ident: 10.1016/j.tranpol.2021.07.006_bib44
– volume: 7
  start-page: 1
  year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib48
  article-title: Public perceptions of multiple risks during the COVID-19 pandemic in Italy and Sweden
  publication-title: Sci. Data
  doi: 10.1038/s41597-020-00778-7
  contributor:
    fullname: Mondino
– year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib42
– start-page: 1
  year: 2019
  ident: 10.1016/j.tranpol.2021.07.006_bib30
  article-title: Short run fare elasticities for Bogotá’s BRT system: ridership responses to fare increases
  publication-title: Transportation
  contributor:
    fullname: Guzman
– year: 2018
  ident: 10.1016/j.tranpol.2021.07.006_bib59
  article-title: Short-term forecasting of urban rail transit ridership based on ARIMA and wavelet decomposition
  contributor:
    fullname: Wang
– volume: 688
  year: 2019
  ident: 10.1016/j.tranpol.2021.07.006_bib61
  article-title: Exploring the impacts of online car-hailing service on individuals' travel behavior
  publication-title: IOP Conf. Ser. Mater. Sci. Eng.
  doi: 10.1088/1757-899X/688/4/044021
  contributor:
    fullname: Yu
– volume: 100
  start-page: 264
  year: 2017
  ident: 10.1016/j.tranpol.2021.07.006_bib16
  article-title: Sharing riders: how bikesharing impacts bus ridership in New York City
  publication-title: Transp. Res. Part A Policy Pract
  doi: 10.1016/j.tra.2017.04.017
  contributor:
    fullname: Campbell
– year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib25
– volume: 103
  start-page: 21
  year: 2021
  ident: 10.1016/j.tranpol.2021.07.006_bib19
  article-title: Improving the subway attraction for the post-COVID-19 era: the role of fare-free public transport policy
  publication-title: Transport Pol.
  doi: 10.1016/j.tranpol.2021.01.007
  contributor:
    fullname: Dai
– volume: 1131
  start-page: 1127
  year: 2008
  ident: 10.1016/j.tranpol.2021.07.006_bib26
  article-title: Editorial identification of treatment
  publication-title: Effects
  contributor:
    fullname: Experiments
– volume: 27
  start-page: 705
  year: 2012
  ident: 10.1016/j.tranpol.2021.07.006_bib32
  article-title: A panel data approach for program evaluation: measuring the benefits of political and economic integration of Hong Kong with Mainland China
  publication-title: J. Appl. Econom.
  doi: 10.1002/jae.1230
  contributor:
    fullname: Hsiao
– volume: V209
  year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib4
  article-title: National and subnational estimates of the covid 19 reproduction number (R) for the United States of America based on test results
  publication-title: Harvard Dataverse
  contributor:
    fullname: Abbott
– volume: 8
  start-page: 1
  year: 2021
  ident: 10.1016/j.tranpol.2021.07.006_bib62
  article-title: People's responses to the COVID-19 pandemic during its early stages and factors affecting those responses
  publication-title: Human. Soc. Sci. Commun.
  contributor:
    fullname: Zhang
– year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib28
– volume: 12
  start-page: 1
  year: 2021
  ident: 10.1016/j.tranpol.2021.07.006_bib9
  article-title: Beliefs and risk perceptions about COVID-19: evidence from two successive French representative surveys during lockdown
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2021.619145
  contributor:
    fullname: Attema
– volume: 126
  start-page: 377
  year: 2019
  ident: 10.1016/j.tranpol.2021.07.006_bib11
  article-title: A case study on Germany's aviation tax using the synthetic control approach
  publication-title: Transp. Res. Part A Policy Pract.
  doi: 10.1016/j.tra.2019.06.017
  contributor:
    fullname: Borbely
– volume: 8
  start-page: 186
  issue: 2
  year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib54
  article-title: Choice behavior of commuters’ rail transit mode during the COVID-19 pandemic based on logistic model
  publication-title: J. Traffic Transport. Eng.
  contributor:
    fullname: Tan
– volume: 20
  start-page: 533
  year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib22
  article-title: An interactive web-based dashboard to track COVID-19 in real time
  publication-title: Lancet Infect. Dis.
  doi: 10.1016/S1473-3099(20)30120-1
  contributor:
    fullname: Dong
– volume: 6
  year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib55
  article-title: The link between bike sharing and subway use during the COVID-19 pandemic: the case-study of New York's Citi Bike
  publication-title: Transp. Res. Interdiscip. Perspect.
  contributor:
    fullname: Teixeira
– volume: 1754
  year: 2021
  ident: 10.1016/j.tranpol.2021.07.006_bib34
  article-title: Missing data filling method based on linear interpolation and lightgbm
  publication-title: J. Phys. Conf. Ser.
  doi: 10.1088/1742-6596/1754/1/012187
  contributor:
    fullname: Huang
– year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib53
– volume: 91
  start-page: 102954
  year: 2021
  ident: 10.1016/j.tranpol.2021.07.006_bib18
  article-title: Does COVID-19 affect metro use in Taipei?
  publication-title: J. Transport Geogr.
  doi: 10.1016/j.jtrangeo.2021.102954
  contributor:
    fullname: Chang
– volume: 59
  start-page: 495
  year: 2015
  ident: 10.1016/j.tranpol.2021.07.006_bib2
  article-title: Comparative politics and the synthetic control method
  publication-title: Am. J. Pol. Sci.
  doi: 10.1111/ajps.12116
  contributor:
    fullname: Abadie
– start-page: 1
  year: 2019
  ident: 10.1016/j.tranpol.2021.07.006_bib27
  article-title: Synthetic controls with imperfect pre-treatment Fit∗
  publication-title: arXiv
  contributor:
    fullname: Ferman
– volume: 93
  start-page: 113
  issue: No . 1
  year: 2003
  ident: 10.1016/j.tranpol.2021.07.006_bib3
  article-title: American economic association the economic costs of Conflict : a case study of the Basque country author ( s ): Alberto Abadie and javier gardeazabal Source
  publication-title: Am. Econ. Rev.
  doi: 10.1257/000282803321455188
  contributor:
    fullname: Abadie
– volume: 19
  start-page: 273
  year: 2015
  ident: 10.1016/j.tranpol.2021.07.006_bib52
  article-title: Using data from the web to predict public transport arrivals under special events scenarios
  publication-title: J. Intell. Transport. Syst. Technol. Plann. Oper.
  doi: 10.1080/15472450.2013.868284
  contributor:
    fullname: Pereira
– volume: 105
  start-page: 493
  year: 2010
  ident: 10.1016/j.tranpol.2021.07.006_bib1
  article-title: Synthetic control methods for comparative case studies: estimating the effect of California's Tobacco control program
  publication-title: J. Am. Stat. Assoc.
  doi: 10.1198/jasa.2009.ap08746
  contributor:
    fullname: Abadie
– start-page: 1
  year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib31
  article-title: An adapted geographically weighted LASSO (Ada-GWL) model for predicting subway ridership
  publication-title: Transportation
  contributor:
    fullname: He
– volume: 6
  year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib41
  article-title: The impact of COVID-19 on transport volume and freight capacity dynamics: an empirical analysis in German food retail logistics
  publication-title: Transp. Res. Interdiscip. Perspect.
  contributor:
    fullname: Loske
– year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib50
– volume: 96
  start-page: 101
  year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib21
  article-title: The rise and fall of transit ridership across Canada: understanding the determinants
  publication-title: Transport Pol.
  doi: 10.1016/j.tranpol.2020.07.002
  contributor:
    fullname: Diab
– year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib47
– year: 2005
  ident: 10.1016/j.tranpol.2021.07.006_bib15
  contributor:
    fullname: Cameron
– volume: 12
  year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib6
  article-title: Effects of the COVID-19 lockdown on urban mobility: empirical evidence from the city of Santander (Spain)
  publication-title: Sustain. Times
  contributor:
    fullname: Aloi
– year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib38
  article-title: Assessing spread risk of Wuhan novel coronavirus within and beyond China, January-April 2020: a travel network-based modelling study
  publication-title: medRxiv
  contributor:
    fullname: Lai
– year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib7
– year: 2021
  ident: 10.1016/j.tranpol.2021.07.006_bib24
  article-title: The socio-economic determinants of COVID-19: a spatial analysis of German county level data
  publication-title: Soc. Econ. Plann. Sci.
  doi: 10.1016/j.seps.2021.101083
  contributor:
    fullname: Ehlert
– year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib29
– volume: 106
  start-page: 262
  year: 2021
  ident: 10.1016/j.tranpol.2021.07.006_bib58
  article-title: Bikeshare and subway ridership changes during the COVID-19 pandemic in New York city
  publication-title: Transport Pol.
  doi: 10.1016/j.tranpol.2021.04.004
  contributor:
    fullname: Wang
– volume: 96
  start-page: 399
  year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib39
  article-title: The relationship between trends in COVID-19 prevalence and traffic levels in South Korea
  publication-title: Int. J. Infect. Dis.
  doi: 10.1016/j.ijid.2020.05.031
  contributor:
    fullname: Lee
– volume: 103
  start-page: 68
  year: 2021
  ident: 10.1016/j.tranpol.2021.07.006_bib63
  article-title: COVID-19 and transport: findings from a world-wide expert survey
  publication-title: Transport Pol.
  doi: 10.1016/j.tranpol.2021.01.011
  contributor:
    fullname: Zhang
– year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib46
– volume: 87
  start-page: 11
  year: 2016
  ident: 10.1016/j.tranpol.2021.07.006_bib10
  article-title: The effect of slow zones on ridership: an analysis of the chicago transit authority “el” blue line
  publication-title: Transp. Res. Part A Policy Pract.
  doi: 10.1016/j.tra.2016.02.007
  contributor:
    fullname: Bernal
– ident: 10.1016/j.tranpol.2021.07.006_bib56
– volume: 75
  start-page: 17
  year: 2017
  ident: 10.1016/j.tranpol.2021.07.006_bib64
  article-title: Impacts of weather on public transport ridership: results from mining data from different sources
  publication-title: Transport. Res. C Emerg. Technol.
  doi: 10.1016/j.trc.2016.12.001
  contributor:
    fullname: Zhou
– volume: 7
  year: 2020
  ident: 10.1016/j.tranpol.2021.07.006_bib8
  article-title: Transportation research interdisciplinary perspectives changes in urban mobility in Sapporo city , Japan due to the covid-19 emergency declarations
  publication-title: Transp. Res. Interdiscip. Perspect.
  contributor:
    fullname: Arimura
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Snippet The outbreak of COVID-19 in 2020 has had drastic impacts on urban economies and activities, with transit systems around the world witnessing an unprecedented...
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SubjectTerms COVID-19 effects
Relative change in daily ridership
Ridership recovery
Synthetic control method
System closure effects
Title Impacts of COVID-19 on urban rail transit ridership using the Synthetic Control Method
URI https://dx.doi.org/10.1016/j.tranpol.2021.07.006
https://www.ncbi.nlm.nih.gov/pubmed/36568355
https://search.proquest.com/docview/2758355475
https://pubmed.ncbi.nlm.nih.gov/PMC9759735
Volume 111
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