There were 294 companies in COMPUSTAT and 118 in BankruptcyData.com filing for Chapter 11 and Chapter 7 bankruptcies; respectively. We extracted the Z - score for all 412 firms from the COMPUSTAT and eliminated firms with incomplete or missing Z-scores. The final sample contained 252 firms