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This project investigates quarterly US macroeconomic data (2000–2025) through multivariate analysis, focusing on relationships among variables such as GDP and Oil. Using visualisation techniques, regression models, and statistical tests, it estimates the impact of economic factors and assesses model performance. Key findings highlight predictors and dynamics within the US economic structure, providing valuable insights into macroeconomic trends and relationships.