data sampling (MIDAS) regression is mainly a forecasting tool designed to harness mixed-frequency data. This dissertation … proposes a computationally efficient estimation approach for MIDAS models and demonstrates its advantages in applications … introducing the MIDAS logit model. It is applied to predict U.S. bank failures. The proposed model yields a strongly significant …