The article examines if the recent US economic downturn could have been predicted using real GDP, inflation rate, and interest rate data. Different types of models were tested, and it was found that nonlinear theoretical models performed well in forecasting the downturn. This suggests that developing advanced economic models may help predict future economic changes.