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银行金融科技对企业杠杆操纵的影响

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杠杆操纵会加剧企业财务风险、降低信贷资源配置效率,进而影响经济高质量发展.而借助金融科技对商业银行经营模式与信贷决策进行变革,能够对企业杠杆操纵行为进行识别和约束.鉴于此,本文以2010-2022年商业银行和沪深A股上市公司为样本,以企业逐笔贷款为银企信息链接,研究了银行金融科技对企业杠杆操纵的影响和作用机制.实证结果表明,银行金融科技发展能够抑制企业杠杆操纵行为,该结果经过一系列内生性和稳健性检验后依然稳健.机制检验表明:金融科技能够充分发挥银行信贷资源效应与监督效应,从缓解企业融资约束与加强企业监督两方面约束其杠杆操纵行为.进一步研究表明,银行金融科技在资产规模较大、非制造业及去杠杆程度较高的企业样本中抑制作用更为显著.本文从金融科技赋能商业银行的视角对企业杠杆操纵影响因素进行考察,研究结论对于深化供给侧结构性改革、提升金融服务实体经济效率及促进经济高质量发展有一定的理论与实践意义.
A Study on the Impact of Bank Fintech on Corporate Leverage Manipulation
Leverage manipulation will exacerbate corporate financial risk,reduce the efficiency of credit resource allocation and thus affect the high-quality development of the economy,while FinTech can identify and restrain corporate leverage manipulation with its advanced technology to change the business model and credit decision-making of commercial banks.In view of this,this paper takes commercial banks and A-share listed companies in Shanghai and Shenzhen as research samples from 2010 to 2022,and takes the enterprise loan-by-loan as the information link between the bank and the enterprise,and researches the impact and mechanism of bank fintech on the leverage manipulation of enterprises.The empirical results show that bank fintech development can inhibit corporate leverage manipulation,and this result remains robust after a series of endogeneity and robustness tests.The mechanism test shows that FinTech can give full play to the bank credit resource effect and supervision effect,and inhibit corporate leverage manipulation from both alleviating corporate financing constraints and enhancing supervision of corporations.Heterogeneity analysis shows that the inhibitory effect of bank fintech is more significant in samples of firms with larger asset sizes,non-manufacturing industries and higher degree of deleveraging.The marginal contribution of this paper is mainly reflected in the following:first,it provides a new empirical basis for promoting the high-quality development of the real economy under the background of China's prosperous development of the digital economy,and this paper,with the information link of the enterprise loan-by-loan,is able to better explore the path of the financial service of the real economy,and to assess the real economy effect played by the bank's fintech;second,it starts with identifying the motivation of the enterprise's shadow banking And based on the shadow banking business of different chains,the mechanism of suppressing shadow banking of non-financial enterprises is examined through the resource effect and supervision effect of bank credit played by fintech,which deepens the understanding of structural deleveraging,and can provide useful references for the government to promote the implementation of economic deleveraging policies;third,the bank fintech index constructed independently by text mining method in this paper,which subdivided the fintech into different application scenarios,explored the role of fintech on corporate leverage manipulation under different application scenarios,and pointed out the key off direction for the development of digital transformation of commercial banks.In view of this,this paper suggests that regulators should further strengthen the supervision and assessment of the implementation effect of supply-side reform policies,strengthen the identification of corporate leverage manipulation,improve relevant accounting standards,and establish a more rigorous and transparent accounting information disclosure system.Banking industry should actively increase the capital investment in science and technology innovation,and practice the goal of digital strategic transformation to enhance the efficiency of serving the real economy.For listed companies,the management should avoid short-sightedness,fully recognize the long-term negative impacts and hidden risks brought by leverage manipulation,and reasonably design the liability structure of enterprises to avoid over-indebtedness and ensure the long-term sustainable development of enterprises.

bank fintechleverage manipulationresource effectsoversight effects

郭娜、胡丽宁

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天津财经大学金融学院 天津 300222

天津财经大学金融与保险研究中心 天津 300222

银行金融科技 杠杆操纵 资源效应 监督效应

2024

经济管理
中国社会科学院工业经济研究所

经济管理

CSTPCDCSSCICHSSCD北大核心
影响因子:1.053
ISSN:1002-5766
年,卷(期):2024.46(10)