首页 > 最新文献

Journal of Financial Stability最新文献

英文 中文
Open-economy macroeconomics with financial frictions: A simple model with flexible exchange rates 具有金融摩擦的开放经济宏观经济学:具有灵活汇率的简单模型
IF 6.1 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-07-08 DOI: 10.1016/j.jfs.2024.101293
Pierre-Richard Agénor

A simple macroeconomic model with banking, financial frictions, and flexible exchange rates is used to study the performance of fiscal, monetary and macroprudential policy combinations in response to domestic and external shocks. After characterizing the transmission process of each instrument, a diagrammatic analysis of how these policies should be used, either individually or jointly, to promote economic and financial stability, is provided. The analysis shows that whether a policy should be assigned to internal or external balance, and whether it should be contractionary or expansionary, depends not only on the nature of the shocks impinging on the economy but also on the range of tools available to policymakers and the strength of financial frictions. In particular, in response to an external financial shock, monetary policy should be assigned to external balance, and fiscal policy or macroprudential regulation to internal balance. These two policies are substitutes when used in combination with monetary policy.

我们利用一个具有银行业、金融摩擦和灵活汇率的简单宏观经济模型来研究财政、货币和宏观审慎政策组合在应对国内外冲击时的表现。在描述了每种工具的传导过程之后,对如何单独或联合使用这些政策来促进经济和金融稳定进行了图解分析。分析表明,一项政策是应该用于内部平衡还是外部平衡,应该是收缩性政策还是扩张性政策,不仅取决于对经济造成冲击的性质,还取决于政策制定者可利用的工具范围和金融摩擦的强度。特别是,在应对外部金融冲击时,应将货币政策用于外部平衡,将财政政策或宏观审慎监管用于内部平衡。这两种政策在与货币政策结合使用时可以相互替代。
{"title":"Open-economy macroeconomics with financial frictions: A simple model with flexible exchange rates","authors":"Pierre-Richard Agénor","doi":"10.1016/j.jfs.2024.101293","DOIUrl":"https://doi.org/10.1016/j.jfs.2024.101293","url":null,"abstract":"<div><p>A simple macroeconomic model with banking, financial frictions, and flexible exchange rates is used to study the performance of fiscal, monetary and macroprudential policy combinations in response to domestic and external shocks. After characterizing the transmission process of each instrument, a diagrammatic analysis of how these policies should be used, either individually or jointly, to promote economic and financial stability, is provided. The analysis shows that whether a policy should be assigned to internal or external balance, and whether it should be contractionary or expansionary, depends not only on the nature of the shocks impinging on the economy but also on the range of tools available to policymakers and the strength of financial frictions. In particular, in response to an external financial shock, monetary policy should be assigned to external balance, and fiscal policy or macroprudential regulation to internal balance. These two policies are substitutes when used in combination with monetary policy.</p></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":null,"pages":null},"PeriodicalIF":6.1,"publicationDate":"2024-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1572308924000780/pdfft?md5=d00c91ae24b7216cce9e04a1886cd532&pid=1-s2.0-S1572308924000780-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141604955","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Corporate disclosure behavior during financial crises: Evidence from Korea 金融危机期间的企业信息披露行为:韩国的证据
IF 6.1 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-07-06 DOI: 10.1016/j.jfs.2024.101298
Yeonghyeon Kim , Junyong Lee , Kyounghun Lee , Frederick Dongchuhl Oh

We examine corporate disclosure patterns according to changes in firm states during financial crises in Korea. Using panel data on Korean listed firms from 1995 to 2019, we first confirm that they transparently (opaquely) disclose information when the change in return on assets is positive (negative) during crises. Moreover, we check that these disclosure patterns increase debt financing but are ineffective for equity financing. Finally, for chaebols with internal capital markets, we find that internal capital receivers provide transparent (opaque) disclosure of negative (positive) changes in their states. By contrast, providers show the opposite patterns. (JEL G01, G30, M40)

我们根据韩国金融危机期间企业状态的变化研究了企业的信息披露模式。利用 1995 年至 2019 年韩国上市公司的面板数据,我们首先证实,在危机期间,当资产收益率变化为正数(负数)时,企业会透明(不透明)地披露信息。此外,我们还检验了这些披露模式会增加债务融资,但对股权融资无效。最后,对于拥有内部资本市场的企业集团,我们发现内部资本接收者会透明(不透明)地披露其状态的负(正)变化。相比之下,提供者则表现出相反的模式。(JEL G01, G30, M40)
{"title":"Corporate disclosure behavior during financial crises: Evidence from Korea","authors":"Yeonghyeon Kim ,&nbsp;Junyong Lee ,&nbsp;Kyounghun Lee ,&nbsp;Frederick Dongchuhl Oh","doi":"10.1016/j.jfs.2024.101298","DOIUrl":"https://doi.org/10.1016/j.jfs.2024.101298","url":null,"abstract":"<div><p>We examine corporate disclosure patterns according to changes in firm states during financial crises in Korea. Using panel data on Korean listed firms from 1995 to 2019, we first confirm that they transparently (opaquely) disclose information when the change in return on assets is positive (negative) during crises. Moreover, we check that these disclosure patterns increase debt financing but are ineffective for equity financing. Finally, for chaebols with internal capital markets, we find that internal capital receivers provide transparent (opaque) disclosure of negative (positive) changes in their states. By contrast, providers show the opposite patterns. (JEL G01, G30, M40)</p></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":null,"pages":null},"PeriodicalIF":6.1,"publicationDate":"2024-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141596021","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Societal trust and corporate bankruptcy 社会信任与公司破产
IF 6.1 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-07-03 DOI: 10.1016/j.jfs.2024.101296
Anand Jha , Renee Oyotode-Adebile , Zubair Ali Raja

We find that societal trust—the extent to which residents of a country trust others—is associated with a more efficient bankruptcy process. Bankruptcy resolutions are faster, efficient outcomes are more likely, and the value lost during the bankruptcy process is lower in countries with higher societal trust. This effect of societal trust on the efficiency of the bankruptcy process is more pronounced in countries with low-income per capita, and in corrupt countries. Our results are derived from the analysis of survey data concerning the outcomes of a hypothetical firm's bankruptcy in 99 countries from 2004 to 2020, a dataset also utilized by Djankov et al. (2008).

我们发现,社会信任--一国居民对他人的信任程度--与更高效的破产程序相关。在社会信任度较高的国家,破产解决的速度更快,更有可能产生高效的结果,破产过程中损失的价值也更低。社会信任对破产程序效率的这种影响在人均收入低的国家和腐败国家更为明显。我们的结果来自对 2004 年至 2020 年 99 个国家假设公司破产结果的调查数据分析,Djankov 等人(2008 年)也使用了这一数据集。
{"title":"Societal trust and corporate bankruptcy","authors":"Anand Jha ,&nbsp;Renee Oyotode-Adebile ,&nbsp;Zubair Ali Raja","doi":"10.1016/j.jfs.2024.101296","DOIUrl":"https://doi.org/10.1016/j.jfs.2024.101296","url":null,"abstract":"<div><p>We find that societal trust—the extent to which residents of a country trust others—is associated with a more efficient bankruptcy process. Bankruptcy resolutions are faster, efficient outcomes are more likely, and the value lost during the bankruptcy process is lower in countries with higher societal trust. This effect of societal trust on the efficiency of the bankruptcy process is more pronounced in countries with low-income per capita, and in corrupt countries. Our results are derived from the analysis of survey data concerning the outcomes of a hypothetical firm's bankruptcy in 99 countries from 2004 to 2020, a dataset also utilized by Djankov et al. (2008).</p></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":null,"pages":null},"PeriodicalIF":6.1,"publicationDate":"2024-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141604953","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
When banks become pure creditors: The effects of declining shareholding by Japanese banks on bank lending and firms’ risk-taking 当银行成为纯粹的债权人时:日本银行持股比例下降对银行贷款和企业风险承担的影响
IF 6.1 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-06-29 DOI: 10.1016/j.jfs.2024.101294
Arito Ono , Katsushi Suzuki , Iichiro Uesugi

This study empirically examines the impact of an exogenous decrease in banks’ shareholding on bank loans and firms’ risk-taking, utilizing a regulatory change in Japan relating to banks’ shareholding as an instrument. We find that an exogenous reduction in a bank’s shareholding decreased the bank’s share of loans in the client firm’s total loans, while it increased the volatility of a firm’s return on assets. The reduction in a bank’s shareholding did not affect firm risk as perceived by equity investors or its borrowing terms. These findings are consistent with the prediction that banks hold equity claims over client firms to gain a competitive advantage, and are weakly compatible with the prediction that banks’ shareholding mitigates shareholder–creditor conflict.

本研究以日本有关银行持股的监管变化为工具,实证检验了银行持股量的外生减少对银行贷款和企业风险承担的影响。我们发现,银行持股量的外生减少会降低银行贷款在客户公司总贷款中的份额,同时会增加公司资产回报率的波动性。银行减持股份并不影响股票投资者眼中的公司风险或其借款条件。这些研究结果与银行持有客户公司的股权以获得竞争优势的预测相一致,与银行持股缓解股东与债权人冲突的预测不完全吻合。
{"title":"When banks become pure creditors: The effects of declining shareholding by Japanese banks on bank lending and firms’ risk-taking","authors":"Arito Ono ,&nbsp;Katsushi Suzuki ,&nbsp;Iichiro Uesugi","doi":"10.1016/j.jfs.2024.101294","DOIUrl":"https://doi.org/10.1016/j.jfs.2024.101294","url":null,"abstract":"<div><p>This study empirically examines the impact of an exogenous decrease in banks’ shareholding on bank loans and firms’ risk-taking, utilizing a regulatory change in Japan relating to banks’ shareholding as an instrument. We find that an exogenous reduction in a bank’s shareholding decreased the bank’s share of loans in the client firm’s total loans, while it increased the volatility of a firm’s return on assets. The reduction in a bank’s shareholding did not affect firm risk as perceived by equity investors or its borrowing terms. These findings are consistent with the prediction that banks hold equity claims over client firms to gain a competitive advantage, and are weakly compatible with the prediction that banks’ shareholding mitigates shareholder–creditor conflict.</p></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":null,"pages":null},"PeriodicalIF":6.1,"publicationDate":"2024-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141604954","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparable but is it informative?Accounting information comparability and price synchronicity 会计信息的可比性和价格同步性
IF 6.1 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-06-28 DOI: 10.1016/j.jfs.2024.101297
Desheng Liu , Yiqing Wang , Mingsheng Li

Increasing accounting information comparability (AIC) theoretically facilitates investors’ analysis of firm performance and improves stock price informativeness by incorporating more firm-specific information. However, achieving the purported purpose empirically is subject to firms’ institutional environment and corporate governance. We propose that under weak legal systems and less developed market environments, higher AIC may adversely affect price informativeness due to managers’ incentives and ability to obfuscate information and investors’ “hallo” effect. Using a large sample from China, we show that the AIC is positively related to price synchronicity, an inverse measure of price informativeness. Additionally, the positive impact is significantly greater for firms located in regions with weak legal systems and less developed market environments. The positive relation is also significantly greater when the business environment and economic policy uncertainties are high.

从理论上讲,提高会计信息可比性(AIC)有利于投资者分析公司业绩,并通过纳入更多公司特定信息来提高股价信息性。然而,从实证角度来看,要达到所宣称的目的,还受制于公司的制度环境和公司治理。我们提出,在法律制度薄弱、市场环境欠发达的情况下,由于管理者的动机和能力以及投资者的 "哈洛 "效应,较高的 AIC 可能会对股价信息性产生不利影响。利用中国的大量样本,我们发现 AIC 与价格同步性(价格信息性的反向衡量标准)呈正相关。此外,对于位于法律制度薄弱、市场环境欠发达地区的公司来说,这种正向影响明显更大。在商业环境和经济政策不确定性较高的情况下,这种正相关关系也明显更强。
{"title":"Comparable but is it informative?Accounting information comparability and price synchronicity","authors":"Desheng Liu ,&nbsp;Yiqing Wang ,&nbsp;Mingsheng Li","doi":"10.1016/j.jfs.2024.101297","DOIUrl":"https://doi.org/10.1016/j.jfs.2024.101297","url":null,"abstract":"<div><p>Increasing accounting information comparability (AIC) theoretically facilitates investors’ analysis of firm performance and improves stock price informativeness by incorporating more firm-specific information. However, achieving the purported purpose empirically is subject to firms’ institutional environment and corporate governance. We propose that under weak legal systems and less developed market environments, higher AIC may adversely affect price informativeness due to managers’ incentives and ability to obfuscate information and investors’ “hallo” effect. Using a large sample from China, we show that the AIC is positively related to price synchronicity, an inverse measure of price informativeness. Additionally, the positive impact is significantly greater for firms located in regions with weak legal systems and less developed market environments. The positive relation is also significantly greater when the business environment and economic policy uncertainties are high.</p></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":null,"pages":null},"PeriodicalIF":6.1,"publicationDate":"2024-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141483515","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Funding liquidity creation by banks 银行创造的资金流动性
IF 6.1 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-06-28 DOI: 10.1016/j.jfs.2024.101295
Anjan Thakor , Edison G. Yu

Relying on theories in which bank create private money by making loans that create deposits—a process we call “funding liquidity creation”—we measure how much funding liquidity the U.S. banking system creates. Private money creation by banks enables lending to not be constrained by the supply of cash deposits. During the 2001–2020 period, 92 percent of bank deposits were due to funding liquidity creation, and during 2011–2020 funding liquidity creation averaged $10.7 trillion per year, or 57 percent of GDP. Using natural disasters data, we provide causal evidence that better-capitalized banks create more funding liquidity and lend more even during times when cash deposit balances are falling or unchanged. Large banks as well as the top banks in Federal Reserve districts create more liquidity.

根据银行通过贷款创造存款来创造私人货币的理论--我们称之为 "资金流动性创造"--我们衡量了美国银行体系创造了多少资金流动性。银行创造的私人货币使贷款不受现金存款供应的限制。在 2001-2020 年期间,92% 的银行存款是由于创造了资金流动性;在 2011-2020 年期间,平均每年创造资金流动性 10.7 万亿美元,占国内生产总值的 57%。利用自然灾害数据,我们提供了因果证据,证明即使在现金存款余额下降或保持不变的情况下,资本实力较强的银行也会创造更多的资金流动性,并提供更多贷款。大型银行以及联邦储备区的顶级银行创造了更多的流动性。
{"title":"Funding liquidity creation by banks","authors":"Anjan Thakor ,&nbsp;Edison G. Yu","doi":"10.1016/j.jfs.2024.101295","DOIUrl":"https://doi.org/10.1016/j.jfs.2024.101295","url":null,"abstract":"<div><p>Relying on theories in which bank create private money by making loans that create deposits—a process we call “funding liquidity creation”—we measure how much funding liquidity the U.S. banking system creates. Private money creation by banks enables lending to not be constrained by the supply of cash deposits. During the 2001–2020 period, 92 percent of bank deposits were due to funding liquidity creation, and during 2011–2020 funding liquidity creation averaged $10.7 trillion per year, or 57 percent of GDP. Using natural disasters data, we provide causal evidence that better-capitalized banks create more funding liquidity and lend more even during times when cash deposit balances are falling or unchanged. Large banks as well as the top banks in Federal Reserve districts create more liquidity.</p></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":null,"pages":null},"PeriodicalIF":6.1,"publicationDate":"2024-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141596022","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Climate policy uncertainty and bank systemic risk: A creative destruction perspective 气候政策的不确定性与银行系统性风险:创造性破坏视角
IF 5.4 2区 经济学 Pub Date : 2024-06-08 DOI: 10.1016/j.jfs.2024.101289
Yulin Liu , Junbo Wang , Fenghua Wen , Chunchi Wu

We conduct an international study on the effect of climate policy uncertainty on the systemic risk of banks from G20 countries. We find that climate policy uncertainty is associated with lower bank systemic risk. This relation is more pronounced in countries with high innovation capacity, climate readiness, more systemically important banks, and a more competitive banking system. Climate-related information disclosure and sustainable investments are critical economic channels through which the effect of climate policy uncertainty works. Our findings alleviate the concern that climate transition risk may contribute to financial instability and provide practical implications for regulators to design climate transition policies.

我们就气候政策不确定性对 G20 国家银行系统性风险的影响开展了一项国际研究。我们发现,气候政策的不确定性与较低的银行系统性风险有关。这种关系在创新能力强、气候准备就绪、系统重要性银行较多、银行系统竞争较激烈的国家更为明显。气候相关信息披露和可持续投资是气候政策不确定性效应发挥作用的关键经济渠道。我们的研究结果减轻了人们对气候转型风险可能导致金融不稳定的担忧,并为监管机构设计气候转型政策提供了实际意义。
{"title":"Climate policy uncertainty and bank systemic risk: A creative destruction perspective","authors":"Yulin Liu ,&nbsp;Junbo Wang ,&nbsp;Fenghua Wen ,&nbsp;Chunchi Wu","doi":"10.1016/j.jfs.2024.101289","DOIUrl":"https://doi.org/10.1016/j.jfs.2024.101289","url":null,"abstract":"<div><p>We conduct an international study on the effect of climate policy uncertainty on the systemic risk of banks from G20 countries. We find that climate policy uncertainty is associated with lower bank systemic risk. This relation is more pronounced in countries with high innovation capacity, climate readiness, more systemically important banks, and a more competitive banking system. Climate-related information disclosure and sustainable investments are critical economic channels through which the effect of climate policy uncertainty works. Our findings alleviate the concern that climate transition risk may contribute to financial instability and provide practical implications for regulators to design climate transition policies.</p></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":null,"pages":null},"PeriodicalIF":5.4,"publicationDate":"2024-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141313975","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Banking and macro risks 银行业和宏观风险
IF 6.1 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-06-04 DOI: 10.1016/j.jfs.2024.101291
{"title":"Banking and macro risks","authors":"","doi":"10.1016/j.jfs.2024.101291","DOIUrl":"10.1016/j.jfs.2024.101291","url":null,"abstract":"","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":null,"pages":null},"PeriodicalIF":6.1,"publicationDate":"2024-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141392052","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The impact of fintech lending on credit access for U.S. small businesses 金融科技贷款对美国小企业获得信贷的影响
IF 5.4 2区 经济学 Pub Date : 2024-06-04 DOI: 10.1016/j.jfs.2024.101290
Giulio Cornelli , Jon Frost , Leonardo Gambacorta , Julapa Jagtiani

Small business lending (SBL) plays an important role in funding productive investment and fostering local economic growth. Recently, nonbank lenders have gained market share in the SBL market in the United States, especially relative to community banks. Among nonbanks, fintech lenders have become particularly active, leveraging alternative data and complex modeling for their own internal credit scoring. We use proprietary loan-level data from two fintech SBL platforms (Funding Circle and LendingClub) to explore the characteristics of loans originated pre-pandemic (20162019). Our results show that these fintech SBL platforms lent relatively more in zip codes with higher unemployment rates and higher business bankruptcy filings. Moreover, fintech platforms’ internal credit scores were able to predict future loan performance more accurately than traditional credit scores, particularly in areas with high unemployment. Using Y-14 M loan-level bank data, we compare fintech SBL with traditional bank business cards in terms of credit access and interest rates. Overall, while not all fintech firms follow the same approach, we find that fintech lenders could help close the credit gap, allowing small businesses that were less likely to receive credit through traditional lenders to access credit and potentially at lower cost.

小企业贷款(SBL)在为生产性投资提供资金和促进地方经济增长方面发挥着重要作用。近来,非银行贷款机构在美国小企业贷款市场的份额不断扩大,尤其是相对于社区银行而言。在非银行中,金融科技贷款机构尤为活跃,它们利用替代数据和复杂的模型进行内部信用评分。我们使用两个金融科技 SBL 平台(Funding Circle 和 LendingClub)的专有贷款级数据来探讨大流行前(2016-2019 年)发放贷款的特点。我们的研究结果表明,这些金融科技 SBL 平台在失业率较高和企业破产申请较多的地区发放的贷款相对较多。此外,与传统信用评分相比,金融科技平台的内部信用评分能够更准确地预测未来的贷款表现,尤其是在高失业率地区。利用 Y-14 M 贷款级银行数据,我们比较了金融科技 SBL 与传统银行商务卡在信贷获取和利率方面的差异。总体而言,虽然并非所有金融科技公司都采用相同的方法,但我们发现,金融科技贷款机构可以帮助缩小信贷差距,让那些不太可能通过传统贷款机构获得信贷的小企业获得信贷,而且可能成本更低。
{"title":"The impact of fintech lending on credit access for U.S. small businesses","authors":"Giulio Cornelli ,&nbsp;Jon Frost ,&nbsp;Leonardo Gambacorta ,&nbsp;Julapa Jagtiani","doi":"10.1016/j.jfs.2024.101290","DOIUrl":"https://doi.org/10.1016/j.jfs.2024.101290","url":null,"abstract":"<div><p>Small business lending (SBL) plays an important role in funding productive investment and fostering local economic growth. Recently, nonbank lenders have gained market share in the SBL market in the United States, especially relative to community banks. Among nonbanks, fintech lenders have become particularly active, leveraging alternative data and complex modeling for their own internal credit scoring. We use proprietary loan-level data from two fintech SBL platforms (Funding Circle and LendingClub) to explore the characteristics of loans originated pre-pandemic (2016<img>2019). Our results show that these fintech SBL platforms lent relatively more in zip codes with higher unemployment rates and higher business bankruptcy filings. Moreover, fintech platforms’ internal credit scores were able to predict future loan performance more accurately than traditional credit scores, particularly in areas with high unemployment. Using Y-14 M loan-level bank data, we compare fintech SBL with traditional bank business cards in terms of credit access and interest rates. Overall, while not all fintech firms follow the same approach, we find that fintech lenders could help close the credit gap, allowing small businesses that were less likely to receive credit through traditional lenders to access credit and potentially at lower cost.</p></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":null,"pages":null},"PeriodicalIF":5.4,"publicationDate":"2024-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141324987","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
How do machine learning and non-traditional data affect credit scoring? New evidence from a Chinese fintech firm 机器学习和非传统数据如何影响信用评分?来自一家中国金融科技公司的新证据
IF 5.4 2区 经济学 Pub Date : 2024-06-04 DOI: 10.1016/j.jfs.2024.101284
Leonardo Gambacorta , Yiping Huang , Han Qiu , Jingyi Wang

This paper compares the predictive power of credit scoring models based on machine learning techniques with that of traditional loss and default models. Using proprietary transaction-level data from a leading fintech company in China, we test the performance of different models to predict losses and defaults both in normal times and when the economy is subject to a shock. In particular, we analyse the case of an (exogenous) change in regulation policy on shadow banking in China that caused credit conditions to deteriorate. We find that the model based on machine learning and non-traditional data is better able to predict losses and defaults than traditional models in the presence of a negative shock to the aggregate credit supply. This result reflects a higher capacity of non-traditional data to capture relevant borrower characteristics and of machine learning techniques to better mine the non-linear relationship between variables in a period of stress.

本文比较了基于机器学习技术的信用评分模型与传统损失和违约模型的预测能力。利用中国一家领先金融科技公司的专有交易级数据,我们测试了不同模型在正常时期和经济受到冲击时预测损失和违约的性能。特别是,我们分析了中国影子银行监管政策(外生)变化导致信贷状况恶化的案例。我们发现,在信贷供应总量受到负面冲击的情况下,基于机器学习和非传统数据的模型比传统模型更能预测损失和违约。这一结果反映了非传统数据更有能力捕捉相关借款人的特征,而机器学习技术则能在压力时期更好地挖掘变量之间的非线性关系。
{"title":"How do machine learning and non-traditional data affect credit scoring? New evidence from a Chinese fintech firm","authors":"Leonardo Gambacorta ,&nbsp;Yiping Huang ,&nbsp;Han Qiu ,&nbsp;Jingyi Wang","doi":"10.1016/j.jfs.2024.101284","DOIUrl":"https://doi.org/10.1016/j.jfs.2024.101284","url":null,"abstract":"<div><p>This paper compares the predictive power of credit scoring models based on machine learning techniques with that of traditional loss and default models. Using proprietary transaction-level data from a leading fintech company in China, we test the performance of different models to predict losses and defaults both in normal times and when the economy is subject to a shock. In particular, we analyse the case of an (exogenous) change in regulation policy on shadow banking in China that caused credit conditions to deteriorate. We find that the model based on machine learning and non-traditional data is better able to predict losses and defaults than traditional models in the presence of a negative shock to the aggregate credit supply. This result reflects a higher capacity of non-traditional data to capture relevant borrower characteristics and of machine learning techniques to better mine the non-linear relationship between variables in a period of stress.</p></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":null,"pages":null},"PeriodicalIF":5.4,"publicationDate":"2024-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141291059","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of Financial Stability
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1