Tech in Fin Before FinTech: Blessing or Curse for Financial Stability?

Nicola Pierri, Yannick Timmer
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引用次数: 31

Abstract

Motivated by the world-wide surge of FinTech lending, we analyze the implications of lenders’ information technology adoption for financial stability. We estimate bank-level intensity of IT adoption before the global financial crisis using a novel dataset that provides information on hardware used in US commercial bank branches after mapping them to their parent bank. We find that higher intensity of IT-adoption led to significantly lower non-performing loans when the crisis hit: banks with a one standard deviation higher IT-adoption experienced 10% lower non-performing loans. High-IT-adoption banks were not less exposed to the crisis through their geographical footprint, business model, funding sources, or other observable characteristics. Loan-level analysis indicates that high-IT-adoption banks originated mortgages with better performance and did not offload low-quality loans. We apply a simple text-analysis algorithm to the biographies of top executives and find that banks led by more “tech-oriented” managers adopted IT more intensively and experienced lower non-performing loans during the crisis. Our results suggest that technology adoption in lending can enhance financial stability through the production of more resilient loans.
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金融科技之前的金融科技:金融稳定的福还是祸?
在全球金融科技贷款激增的推动下,我们分析了贷款人采用信息技术对金融稳定的影响。我们使用一个新颖的数据集来估计全球金融危机前银行层面的IT采用强度,该数据集提供了美国商业银行分支机构在将其映射到其母银行后使用的硬件信息。我们发现,当危机来袭时,更高的it采用强度导致不良贷款显著降低:it采用率高一个标准差的银行不良贷款降低10%。高it使用率的银行并没有因为其地理足迹、商业模式、资金来源或其他可观察到的特征而较少受到危机的影响。贷款水平分析表明,高it使用率的银行发放的抵押贷款具有更好的表现,并没有卸载低质量的贷款。我们对高管的履历采用了一种简单的文本分析算法,发现在危机期间,由更“以技术为导向”的经理领导的银行更密集地采用了IT,不良贷款也更少。我们的研究结果表明,在贷款中采用技术可以通过生产更具弹性的贷款来增强金融稳定性。
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