In this paper, we investigate binary response models for heterogeneous panel data with interactive fixed effects by allowing both the cross sectional dimension and temporal to diverge. From a practical point of view, proposed framework can be applied predict probability corporate failure, conduct credit rating analysis, etc. Theoretically methodologically, establish link between maximum likelih...