We examine the relation between accounting conservatism and creditor recovery rates for firms in default. We also test the link between conservatism and the length of distress resolution proceedings. We find creditors of firms with more conservative accounting prior to default have significantly...

We use machine learning methods to create a comprehensive measure of credit risk based on qualitative information disclosed in conference calls and in management's discussion and analysis section of the 10- K. In out-of-sample tests, we find that our measure improves our ability to predict...