1. Large carnivores of the genus Panthera can pose serious threats to public safety.Although the annual number of attacks on humans is rare compared to livestock depredation, such incidents undermine popular support for wildlife conservation and require immediate responses to protect human life.2. We used a space-time scan method to perform a novel spatiotemporal analysis of 908 attacks on humans by lions, leopards, and tigers to estimate the risks of further attacks in the same locales.3. We found that a substantial proportion of attacks were clustered in time and space, but the dimension of these outbreaks varied between species. Lion outbreaks included more human fatalities, persisted for longer periods of time, and extended over larger areas than tiger or leopard outbreaks. 4. Synthesis and applications. Our analysis reveals the typical spatiotemporal patterns of past lion, leopard, and tiger attacks on humans. In future, this technique could be used by relevant agencies to warn local people of risks from further attacks within a certain time and distance following an initial incident by each species. Furthermore, the approach can help identify areas requiring management interventions to address such threats. K E Y W O R D S anthropogenic landscape, attacks on humans, big cats, human-wildlife conflict, Panthera, space-time scan, spatiotemporal clustering 1 | INTRODUC TI ON Despite dramatic declines in carnivore populations over the past century (Ripple et al., 2014), lion Panthera leo, leopard Panthera pardus, and tiger Panthera tigris attacks on humans elicit highly negative responses that present a profound conservation challenge in many parts of Asia and Africa. Nearly, a thousand people were attacked by African lions in southern Tanzania between 1990 and