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The Chicago Federal Reserve's real-time unemployment rate forecasting model shows that the U.S. unemployment rate in October was 4.19%, a slight increase from the 4.18% unemployment rate reported by the Bureau of Labor Statistics (BLS) in September. The model predicts that the probability of a decrease in the U.S. unemployment rate in October is 5 percentage points higher than the probability of an increase.