Predictive analysis of the COVID-19 pandemic management (cases and deaths) across 189 countries based on Spiritual Intelligence and cultural dimensions. Includes data preprocessing, feature engineering, statistical testing, and multiclass classification using XGBoost and Ordinal Logistic Regression.