“…The model showed 94% and 97% accuracy for classifying bankrupt and non-bankrupt companies, respectively, one year ahead of bankruptcy, and the literature later found the wide use of the Altman Z-score in many bankruptcy and financial distress studies (for example, Hofer et al, 2005;Ivashina et al, 2008;Katz et al, 1985). MacKie-Mason (1990) also adopted the Altman Z-score equation for a study, but modified the original equation by excluding one factor (i.e., market value of equity, scaled by book value of total liabilities) because the factor systematically relates to one main variable in the model (i.e., leverage ratio).…”