Researchers have been trying to introduce more relevant credit risk elements to improve the performance of structural models. Distinguished from other literature, we focus on the explaining power of a firm’s internal liquidity on the prediction errors of structural models. Our results show that the cash flow volatility do have a significant explaining power for the prediction errors of some structure credit models.