摘要：The macroeconomic factors were analyzed in this paper that allow to predict the increase of banks' clients credit risk when the stages of business cycle change. The statistical model was developed to predict the growth of doubtful and non-performing loans in the commercial banks loan portfolios.
关键词：banks; business cycle; credit risk; macroeconomics; statistical analysis
