This thesis investigated two crash modelling techniques: following and modifying Highway Safety Manual (HSM) predictive methods  and developing user-defined predictive models HSM predictive methods were applied on five rural intersection facility types on South Dakota state highways to calculate the predicted crash count of each intersection