The recent bearing failures in the induced draft fan of the boiler system at a power plant have raised concerns. The challenge lies in determining the root cause, especially with limited events and no deviations observed in other critical variables. This use case focuses on conducting a comprehensive analysis of the bearing failures to identify the underlying cause. By leveraging advanced analytical techniques and data-driven methodologies, we aim to uncover insights into the root cause of the failures.