“…An increasing number of empirical studies have substantiated the change of city-level or station-level metro transit ridership due to the pandemic and mobility policies ( Chang et al, 2021 ; Jiang & Cai, 2022 ; Kwon et al, 2022 ). However, only a limited number of studies have investigated the change of individual-level metro use behaviors, including metro trip frequency, travel time, and mode shift from metro to private cars ( Astroza et al, 2020 ; Park & Cho, 2021 ; Park et al, 2022 ; Maljaee & Sameni, 2022 ). The individual-level research, which is needed more, can help policymakers identify vulnerable socioeconomic groups and disadvantaged groups in metro use during and post the pandemic, promoting effective and equitable mobility intervention policies ( Park et al, 2022 ).…”