Modeling crash frequency and severity using multinomial-generalized Poisson model with error components

► Four integrated models are proposed to analyze crash frequency and severity. ► Multinomial/nested generalized Poisson models with/without error components. ► The multinomial generalized Poisson model with error components performs best. ► Results show that traffic-related factors have larger effects than geometric factors.