The article introduces a new way to predict financial market vulnerability in the USA using a factor model approach. By analyzing a large amount of economic data, the researchers were able to forecast changes in the Cleveland Financial Stress Index more accurately than traditional methods. Surprisingly, the main factor influencing the index is linked more to economic activity than to nominal variables. This model can also estimate the likelihood of entering a high-stress financial situation.