Uncovering Data Debt : A Diagnostic Framework for Investigating Model Performance Degradation

Production machine learning models can drift quietly into irrelevance which can have hidden business impact. With the right diagnostic framework, teams can detect data debt, trace drift at its source and build ML systems that stay healthy.