Can TOD help metro station ridership ‘early recovery’ from COVID-19? An empirical evidence from Nanjing

Authors

Ming Yin
Yuqi Fan
Yu Wang

Document Type

Journal Article

Publication Date

2025

Subject Area

place - asia, place - urban, mode - subway/metro, land use - transit oriented development, land use - urban density, land use - impacts, ridership - demand

Keywords

TOD, COVID-19, metro station, ridership

Abstract

TOD-ness, defined as the extent to which the existing conditions of TOD sites align with established TOD standards, has been shown in previous studies to have a significant correlation with metro station ridership. This paper utilizes the LightGBM model to investigate the relationship between TOD-ness and the “early recovery” of metro station ridership following the lifting of COVID-19 control measures. The study findings show: (1) At the line level, metro ridership in Nanjing has significantly rebounded following the lifting of COVID-19 control measures, particularly for non-commuting and weekend travel. At the station level, external transport hubs and major city center stations experienced the most notable recovery in ridership, while secondary urban center stations saw relatively higher increases in weekend ridership. (2) In terms of TOD-ness typology, stations with higher overall indicators and node indicators exhibited a greater number of ridership recoveries. (3) Regarding the relative importance of different indicators, factors related to place and design—such as functional mix, road network density, POI density of residences, and pedestrian shed ratio—are the more important drivers of ridership recovery for both commuting and non-commuting purposes. However, non-commuting ridership recovery is more influenced by station location and functional diversity, whereas commuting ridership recovery is more closely associated with ease of access.

Rights

Permission to publish the abstract has been given by Elsevier, copyright remains with them.

Comments

Journal of Transport Geography home Page:

http://www.sciencedirect.com/science/journal/09666923

Recommended Citation

Yin, M., Fan, Y., & Wang, Y. (2025). Can TOD help metro station ridership ‘early recovery’from COVID-19? An empirical evidence from Nanjing. Journal of Transport Geography, 123, 104107.