In this Paper we simultaneously analyse transitions from unemployment to employment and to non-participation. We estimate a dependent competing risks model with non-parametric specifications of the destination-specific duration dependence and unobserved heterogeneity terms, allowing for mutual dependence of the unobserved heterogeneity terms. We use a unique population data set of French unemployment over the period 1988-94, stratified by gender type, duration class and exit state.