More technology, more loans? How advanced digital technologies influence firms’ financing conditions

Raffaello Bronzini, Anna Giunta, Eleonora Pierucci and Marco Sforza

Structural Change and Economic Dynamics, 2025, vol. 72, issue C, 47-66

Abstract: The paper investigates the effects of the adoption of advanced digital technologies (i.e., Industry 4.0) on firms’ credit conditions through a signaling effect. The empirical analysis exploits microdata from the Bank of Italy’s “Survey on Manufacturing and Service Firms” available for the period 2015–2019, integrated with balance sheet information provided by Cerved. We use a binary endogenous treatment effect model and IV estimation strategy to determine the average effect of digital technology adoption on firms’ financing variables. The results can be summarized as follows: (i) the adoption of digital technologies (DT) lowers the likelihood of being credit rationed; (ii) the adoption of DT is associated with a higher level of leverage but with a lower cost of debt; (iii) the increased firm’s debt is associated with a composition effect resulting in an expansion of bank debt and a reduction in financial debt. These results, which are robust to a number of checks, suggest that digital technology adoption improves firms’ financial conditions, with lower constraints and lower costs, and also influences the relationship between the firm and the financial institutions.

Keywords: Digital technologies; Industry 4.0; Signaling effect; Credit rationing (search for similar items in EconPapers)
JEL-codes: G14 O33 (search for similar items in EconPapers)
Date: 2025
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Persistent link: https://EconPapers.repec.org/RePEc:eee:streco:v:72:y:2025:i:c:p:47-66

DOI: 10.1016/j.strueco.2024.11.011

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