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This analysis explores ESG Risk Ratings of S&P 500 companies, handling missing values with KNN Imputer and performing sector-wise risk analysis. EDAand a Random Forest model reveal risk distributions, correlations, and high-risk industries. Insights support sustainable investment decisions, with predictive modeling.