ABSTRACT Corporate bankruptcy is characterized by financial difficulties. Therefore researchers want to classify with the aim of predicting the bankruptcy status of Limited Liability Companies on the Indonesia Stock Exchange in 2021 using the XGBoost method. The variables used are the financial ratios Net Working Capital to Total Assets (WCTA), Retained Earnings to Total Assets (RETA), Earning…