I modeled investor exuberance using macroeconomic indicators from 2000–2019, applying principal component analysis and regression techniques to identify key predictors of market optimism. The model achieved strong out-of-sample accuracy, highlighting the influence of interest rates and major stock indices on investor sentiment.