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

IF 5.5 2区 经济学 Q1 ECONOMICS Structural Change and Economic Dynamics Pub Date : 2025-03-01 Epub Date: 2024-12-10 DOI:10.1016/j.strueco.2024.11.011
Raffaello Bronzini , Anna Giunta , Eleonora Pierucci , Marco Sforza
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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.
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更多的技术,更多的贷款?先进的数字技术如何影响企业的融资状况
本文通过信号效应研究了采用先进数字技术(即工业4.0)对企业信用状况的影响。实证分析利用了意大利银行2015-2019年“制造业和服务业调查”中的微观数据,并结合了cerve提供的资产负债表信息。我们使用二元内生效应模型和IV估计策略来确定数字技术采用对企业融资变量的平均影响。结果可以总结为:(1)数字技术的采用降低了信贷配给的可能性;(ii)采用DT与较高的杠杆水平相关,但与较低的债务成本相关;(iii)增加的企业债务与构成效应相关,导致银行债务扩大和金融债务减少。这些结果经得起许多检验,表明采用数字技术改善了企业的财务状况,约束更低,成本更低,同时也影响了企业与金融机构之间的关系。
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来源期刊
CiteScore
9.60
自引率
4.90%
发文量
159
期刊介绍: Structural Change and Economic Dynamics publishes articles about theoretical, applied and methodological aspects of structural change in economic systems. The journal publishes work analysing dynamics and structural breaks in economic, technological, behavioural and institutional patterns.
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