and a supervised gradient boosted tree (or “XGBoost”) classification algorithm to create trust in machine learning (ML …/failure outcome in a 3- to 5-year simulation window. XGBoost algorithms show particularly excellent performance in terms of accuracy … and recall, which denote the most important metrics in my setup. I benchmark the performance of the selected algorithm …