Analysis of hourly crash likelihood using unbalanced panel data mixed logit model and real-time driving environmental big data

The study underscores and confirms the unique and significant impacts on crash imposed by the real-time weather, road surface, and traffic conditions. With the unbalanced panel data structure, the rich information from real-time driving environmental big data can be well incorporated.