Probability of default in collateralized credit operations for small business

The paper examines how the collateral affects the probability of default for small firms. We present a stylized theoretical model to derive the relationship between the level of collateral and subsequent loan default. We find that the probability of default is negatively correlated with the level of collateral, which is intuitive. Subsequently, we test this relationship by using a proprietary database of collateralized loans of small Brazilian...