“…While transport authorities often moved to limit capacity and use, personal fears of infection also led individuals to avoid using public transit, with a greater preference toward individual travel modes ( Das et al, 2021 ), including walking, cycling, motorcycles and the personal car, all of which were perceived as safer travel options during the pandemic compared to shared transportation modes (Dingil et at., 2021; Ozbilen et al, 2021 ). Conversely, public transportation was perceived as the most unsafe mode, with a higher risk of virus transmission ( Marsden and Docherty, 2021 , Ozbilen et al, 2021 , Shakibaei et al, 2021 , Arellana et al, 2020 , Pawar et al, 2020 ; Kolarova et al, 2021). Additionally, COVID-19’s economic impacts may have forced commuters to rely on less costly mode options ( Litman, 2020 , Zafri et al, 2021a ).…”