“…Based on our review, many studies conducted in countries such as the US ( Sarmadi et al, 2021 ; White and Hébert-Dufresne, 2020 ), Italy ( Ilardi et al, 2020 ), Iran ( Ahmadi et al, 2020 ), Bangladesh ( Sharif et al, 2021 ; Alam, 2021 ; Rahman et al, 2021 ), Oman ( Al Kindi et al, 2021 ), France ( Tchicaya et al, 2021 ), Nigeria ( Bayode et al, 2022 ) and Scotland ( Rideout et al, 2021 ) found population density as a positive and significant predictor of COVID-19 cases on state scale. However, about 40 % of studies reported that population density is not a significant factor to explain the difference in COVID-19 cases in different states ( Ramírez-Aldana et al, 2020 ; Gupta et al, 2020 ; Perone, 2021 ; Gargiulo et al, 2020 ; Basellini and Camarda, 2021 ; Pilkington et al, 2021 ; Sen-Crowe et al, 2021 ).…”