percentage change in GDP, an income surprise variable combined with lagged aggregate indebtedness, a real interest rate surprise … variable combined with lagged aggregate indebtedness, and a deregulation dummy. The innovation in this paper is the use of … surprise variables based on macroeconomic forecasts. According to the results, high indebtedness combined with negative …