“…Urban insecurity issues including crimes, violence and assaults are neighborhood-location specific problems that may have adverse effects on urban residents and housing prices. While some of the neighborhood specific factors such as proximity to transport routes, shopping malls, children schools may have positive effects on property values many of the neighborhood specific factors such as flood risk, insecurity, violence or crime constitute negative externalities that adversely affect prices of real estate (Huth, 1981;Ceccato and Wilhelmsson, 2011;Buonanno et al, 2012;Naghibi et al, 2015;Hsu et al, 2016;Mcllhatton et al, 2016;Bako et al, 2018;Tillyer and Walter, 2018;Beltran et al, 2019;Song et al, 2019;Cigdem-Bayram and Prentice, 2019;Senick, 2019;Wong et al, 2019;Bamiteko and Adebiyi, 2020;Payne and Daryol, 2020;Li et al, 2021).…”