Governments across the world have implemented restrictive policies to slow the spread of COVID-19. Mandatory face mask use has been a controversially discussed policy, among others, due to potential adverse effects on physical distancing. Using a randomized field experiment (N=300), we show that individuals keep a significantly larger distance from someone wearing a face mask than from an unmasked...