“…In particular, several previous studies indicate that, with various financial ratios, corporate bankruptcy can be predicted with success for at least five years before failure. The choice of the best predictors among the large number of financial indicators suitable for predicting firms" insolvency and bankruptcy has been guided by theoretical background, personal judgment, statistical methods and empirical findings obtained in previous studies (see, among others, Cultrera & Bauweraerts, 2017;Sensini, 2016;Sensini, 2015;Amendola et al, 2015;Jackson & Wood, 2013;Altman, 2000;Zmijewski, 1984). More specifically, the financial ratios considered in the analysis have been chosen on the basis of a few different criteria, that is they have a relevant financial meaning in a failure context, have been commonly used in failure predictions literature and also the information needed to calculate these ratios is available (Sensini, 2015).…”