“…2003/361, we identify SMEs as firms with fewer than 250 employees and annual turnover below or equal to 50 million euros. The former contains financial and administrative information about Italian manufacturing companies, and current literature has widely attempted to investigate financial constraints (e.g., [5,13]), while the latter proposes the evaluation of their solvency through credit rating scores [34]. In particular, following Falavigna (2012) [34], CERIS Rating estimates the scores by means of a neural networks algorithm on the basis of key information extracted from the companies' financial statements: total receivables due from shareholders, total tangible assets, total current assets, total shareholders' funds, total provisions for risks and charges, total payables, total value of production, total production costs, and total financial charges.…”