**FL-XGBoost** replaces standard log-loss with Focal Loss to better detect rare mobile money fraud in Ghana. It offers three novel contributions: a new model variant, a unique Ghanaian dataset, and SHAP explainability aligned with Ghana's Data Protection Act.