Electrical network failures are among the leading causes of residential fire incidents worldwide. Overloaded circuits, short circuits, insulation deterioration, and improper electrical installations significantly increase fire risks in households. This study examines the factors contributing to electrical fire incidents and proposes a predictive framework for assessing fire risks in residential buildings. The findings demonstrate the importance of systematic monitoring and risk assessment in reducing fire-related losses and improving public safety.