“…With the outbreak of Covid-19, the worldwide maritime transportation industry that accounts for 90% of the international trade and supply of cargo presents new and unprecedented impacts on the maritime transportation-related industry ( Narasimha et al, 2021 , Charłampowicz, 2021 , Tatenhove, 2021 , Tijan et al, 2021 , Koyuncu et al, 2021 ). Specifically, the public health measures adopted to prevent the spread of the Covid-19 pandemic resulted in a sharp decline in consumer expenditure and a suspension of face-to-face services, including travel, entertainment, and catering ( Notteboom et al, 2021 , Remes et al, 2021 , Hossain, 2021 , Chen et al, 2022 , Pan and He, 2022 , Downey et al, 2022 ).…”