Credit spreads in financial markets can predict the likelihood of a recession in the US within the next year. By combining credit spread data with the slope of the yield curve, false alarms for recessions can be significantly reduced. Models that use both factors perform better than those using only one. Additionally, combining models using Bayesian methods is more effective than simply averaging their forecasts.