“…Accounting-based approaches attempt to forecast defaults by using accounting information based on the firm's balance-sheet data (Altman, 1968;Altman & Sabato, 2008;Beaver, 1966;Louzada et al, 2016;Ohlson, 1980). Hybrid models attempt to predict defaults by combining hard and 'hardened' soft information about borrowers in their credit ratings (Brown et al, 2012(Brown et al, , 2015Casu et al, 2022;Filomeni et al, 2021;Liberti & Mian, 2009;Liberti & Petersen, 2019;Roy & Shaw, 2021;Xu et al, 2018). The DD, calculated on the basis of observable equity market data, is widely used for predicting the insolvency risk of listed companies, especially in the US equity market (Bharath & Shumway, 2008;Byström, 2006;Vassalou & Xing, 2004).…”