Analyses the impact of the COVID-19 pandemic on tourism in the Asia Pacific region, Latin America, and Caribbean countries. The empirical analysis leverages on an augmented gravity model to draw lessons from past epidemics and finds that the impact of infectious diseases on tourism flows is much greater in developing countries.