Fatal hit-and-run crashes: Factors associated with leaving the scene

•Fatal hit-and-run crashes are a growing public health and traffic safety issue.•Improved statistical methods help to better understand the factors associated with fatal hit-and-run crashes.•Driver, vehicle and environmental factors have a significant impacts on the likelihood of a driver fleeing the scene.•Economic and demographic factors are also important factors.