Modeling two-vehicle crash severity by a bivariate generalized ordered probit approach

► We model crash severity of both parties in two-vehicle accidents. ► A novel bivariate generalized ordered probit model is used. ► Key risk factors are identified and corresponding countermeasures are proposed.