“…Although the transportation industry has been among those most severely impacted by supply chain disruption triggered by the pandemic ( Wang et al, 2022 ), the effects of COVID-19 have not been uniform across all sectors of the industry ( Tardivo et al, 2021 ). However, previous studies have investigated the impact of COVID-19 on passenger markets ( Chen et al, 2022 , Mumbower, 2022 , Shortall et al, 2021 , Warnock-Smith et al, 2021 , Zhang et al, 2021), express logistics ( Bastug and Yercan, 2021 ; Yang et al, 2021), and freight markets ( Fang and Guo, 2022 , Narasimha et al, 2021 ; Notteboom et al, 2020). In this section, we divide transportation industry background into two broad markets: passenger and freight transportation.…”