The Monitoring Incentive of Transactional and Relationship Lenders: Evidence from the Syndicated Loan Market

We identify a group of lenders specializing in syndicating tradable loans (referred to as transactional lenders [TLs]). We show that borrowers borrowing from TLs experience worse operating performance and more severe credit quality deterioration after loan origination compared to those borrowing from relationship lenders. This difference in the postloan issue performance remains robust after controlling for the potential self‐selection of the lender type, or using percentage of traded loans out of all syndicated loans to capture lenders’ propensity for syndicating tradable loans. Our results also remains qualitatively the same after we drop various types of risky loans.     

CLO (Collateralized Loan Obligation) Market and Corporate Lending

We investigate whether access to the collateralized loan obligation (CLO) market as collateral managers or underwriters affects lenders' ability to overcome an idiosyncratic adverse shock in the corporate lending market. In a triple difference-in-differences setting, we find that lenders decrease their origination of loans following a negative shock; however, those with CLO access become more likely to arrange deals with securitizable facilities (Term B). Moreover, they choose to arrange deals with smaller size on-balance-sheet lending (Term A). The results suggest that securitization is actively used by lenders to switch to off-balance-sheet lending and to reduce the risk retained on the balance sheet.     

Screening, Bidding, and the Loan Market Tightness

Bank loans are more available and cheaper for new and small businesses inthe U.S. in concentrated banking areas than in competitive banking areas. Weexplain this anomaly by analyzing banks' decisions to screen projects andtheir competition in loan provisions. It is shown that, by exacerbating thewinner's curse, an increase in the number of banks can reduce banks'screening probability by so much that the number of banks that activelycompete in loan provisions falls and the expected loan rate rises. This isthe case when the screening cost is low, which induces all active bidders tobe informed. The opposite outcome occurs when the screening cost is high, inwhich case there are sufficiently many uninformed banks in bidding toattenuate the winner's curse. We also examine the social optimum     

The Informational Efficiency of the Equity Market As Compared to the Syndicated Bank Loan Market

The loan market is a hybrid between a public and a private market, comprised of financial institutions with access to private information about borrowing firms. We test whether this is reflected in informationally efficient price formation in the loan market vis-a-vis the equity markets, and reject this private information hypothesis. We also reject a liquidity hypothesis which suggests that equity markets always lead loan markets, despite bank lenders' access to private information, because of greater liquidity in equity markets. We further test, and reject, an asymmetric price reaction hypothesis that states that loan returns are more sensitive to negative information whereas equity returns respond symmetrically to both positive and negative information. We find evidence most consistent with an integrated markets hypothesis that suggests that both the equity and syndicated bank loan markets are highly integrated such that information flows freely across markets. This is particularly true when the equity market makers are also loan syndicate members.      

Constraints on Loan Sales and the Price of Liquidity

In the syndicated loan market, borrowers and syndicate arrangers sometimes employ contractual restrictions that influence a loan’s liquidity. We analyze two types of constraints on loan resales: (1) prior consent constraints implemented by the borrower or the syndicate’s lead arranger and (2) a minimum denomination requirement for loan sales. We hypothesize that constraints could be mechanisms for fostering relationships and/or facilitating the resolution of financial distress and find some support for each notion. We find that resale constraints are more likely when borrowers are small and have relatively poor credit ratings. We also find that loans with any type of constraint have higher all-in-spreads and are more likely to be secured than unconstrained loans and that the marginal cost of constraining liquidity is relatively high.

疫情对企业融资的影响研究--来自银团贷款市场的经验证据

新冠肺炎疫情在全球蔓延,引发市场对企业经营、融资等问题的担忧。为进一步做好金融支持疫情防控工作、维护疫情期间金融市场稳定,本文通过研究历史视角下疫情对企业融资的影响机制,提出疫情防控期间金融支持相关的政策建议。本文利用1990-2018年汤森路透Dealscan数据库公布的企业银团贷款数据和手工收集全球重大疫情数据,实证研究了疫情对企业银团贷款的影响机制。研究发现:疫情发生后,企业银团贷款利率和贷款额度均显著增加,而银团贷款期限没有表现出显著变化。在考虑不同期限疫情观测时间窗和政策利率的滞后性影响等因素后,该结论依然成立。疫情对企业银团贷款的影响渠道包括避险情绪和融资流动性等。进一步研究发现,疫情期间政策利率调控效果有限,不同国家和地区的企业融资受疫情的影响存在差异。基于此,本文认为金融监管部门应进一步加大对企业信贷利率支持力度,完善货币政策有效性评估及动态调整机制,及时疏通货币政策传导,约谈恶意抬高信贷利率的金融机构,同时强化与财政、产业等政策的协调机制,合力支持疫情防控,维护经济金融稳定。     

Information from Relationship Lending: Evidence from Loan Defaults in China

Using a proprietary database from a large Chinese state‐owned bank, we examine whether information evolved from banking relationships predicts commercial loan default by industrial firms. We find that the bank's relationship information is significantly linked to the incidence of default, and that its contribution to prediction accuracy is larger than any hard information. Furthermore, the effect of relationship information is stronger among firms that have a more sustained banking relationship. Our findings indicate that, at least in the emerging markets, a bank's relationship information still matters for large firms, despite the fact that hard information for such firms is abundant.     

Role of Collateral and Personal Guarantees in Relationship Lending: Evidence from Japan's SME Loan Market

This paper investigates the determinants of the use of collateral and personal guarantees in Japan's SME loan market. We find that firms' riskiness does not have a significant effect on the likelihood that collateral is used. We find, however, that main banks whose claims are collateralized monitor borrowers more intensively and that borrowers who have a long-term relationship with their main banks are more likely to pledge collateral. These findings are consistent with the theory that the use of collateral is effective in raising the bank's seniority and enhances its screening and monitoring. This incentive effect for the bank becomes tenuous for personal guarantees.     

The Impact of Firm-Specific Public News on Intraday Market Dynamics: Evidence from the Turkish Stock Market

This study attempts to discover the intraday firm-specific news announcements and return volatility relation in the Turkish stock market. The GARCH framework is utilized to investigate the impact of firm-specific public news announcements on volatility persistence with and without trading volume. For the majority of the stocks in the sample, the volatility persistence diminishes with the inclusion of firm-specific news, implying that news is impounded rapidly into prices. This effect is more pronounced for larger stocks. When there is no news, the trading volume does not appear to reduce the volatility persistence for the majority of stocks, possibly due to the presence of private information possessed by informed traders.     

Lock‐In Effects in Relationship Lending: Evidence from DIP Loans

Do prior lending relationships result in pass‐through savings (lower interest rates) for borrowers, or do they lock in higher costs for borrowers? Theoretical models suggest that when borrowers experience greater information asymmetry, higher switching costs, and limited access to capital markets, they become locked into higher costs from their existing lenders. Firms in Chapter 11 seeking debtor‐in‐possession (DIP) financing often fit this profile. We investigate the presence of lock‐in effects using a sample of 348 DIP loans. We account for endogeneity using the instrument variable (IV) approach and the Heckman selection model and find consistent evidence that prior lending relationship is associated with higher interest costs and the effect is more severe for stronger existing relationships. Our study provides direct evidence that prior lending relationships do create a lock‐in effect under certain circumstances, such as DIP financing.     

Corporate Loan Securitization and the Standardization of Financial Covenants

We examine whether syndicated loans securitized through collateralized loan obligations (CLOs) have more standardized financial covenants. We proxy for the standardization of covenants using the textual similarity of their contractual definitions. We find that securitized loans are associated with higher covenant standardization than nonsecuritized institutional loans. In addition, we show that CLOs with more diverse or frequently rebalanced portfolios are more likely to purchase loans with standardized covenants, potentially because standardization alleviates information processing costs related to loan monitoring and screening. We also document that covenant standardization is associated with greater loan and CLO note rating agreement between credit rating agencies, further supporting the relation between lower information costs and covenant standardization. Overall, our study provides evidence that loan securitization is related to the design of standardized financial covenants.     

Information, Credit Risk, Lender Specialization and Loan Pricing: Evidence from the DIP Financing Market

We provide an empirical support for theories of lender specialization using the recently developed market for Debtor-in-Possession (DIP) financing. The legal environment in which DIP financing operates represents a natural laboratory for testing determinants of lending specialization (e.g. lender choice). We find that the choice of lender is not driven by credit risk, but by information considerations and that this lending specialization has loan pricing effects. In short, banks (non-bank lenders) lend to more (less) transparent firms and at lower (higher) loan spreads. Our results are consistent with the interpretation that banks provide important and useful services.

The Role of Institutional Investors in Voting: Evidence from the Securities Lending Market

This paper investigates voting preferences of institutional investors using the unique setting of the securities lending market. Investors restrict lendable supply and/or recall loaned shares prior to the proxy record date to exercise voting rights. Recall is higher for investors with greater incentives to monitor, for firms with poor performance or weak governance, and for proposals where returns to governance are likely higher. At the subsequent vote, recall is associated with less support for management and more support for shareholder proposals. Our results indicate that institutions value their vote and use the proxy process to affect corporate governance.     

Bank Funding,Securitization, and Loan Terms: Evidence from Foreign Currency Lending

We examine how bank funding structure and securitization activities affect the currency denomination of business loans. We analyze a unique data set that includes information on the requested and granted loan currency for 99,490 loans granted to 57,464 firms by a Bulgarian bank. Our findings document that foreign currency lending is at least partially driven by bank eagerness to match the currency structure of assets with that of liabilities. Our results also show that loan currency, as well as loan amount and maturity, are adjusted to make loans eligible for securitization.     

The Risk‐Taking Channel of Monetary Policy in the U.S.: Evidence from Corporate Loan Data

To study the presence of a risk‐taking channel in the U.S., we build a comprehensive data set from the syndicated corporate loan market and measure monetary policy using different measures, most notably Taylor (1993) and Romer and Romer (2004) residuals. We identify a negative relation between monetary policy rates and bank risk‐taking, especially in the run up to the 2007 financial crisis. However, this effect is purely supply‐side driven only when using Taylor residuals and an ex ante measure of bank risk‐taking. Our results highlight the sensitivity of the potency of the risk‐taking channel to the measures of monetary policy innovations.     

Financial Restatements, Cost of Debt and Information Spillover: Evidence From the Secondary Loan Market

Abstract:  In this paper, we investigate the effect of financial restatements on the debt market. Specifically, we focus on the secondary loan market, which has become one of the largest capital markets in the US, and ask the following: (1) whether financial restatements increase restating firm's cost of debt financing and (2) whether the information about restatements arrives at the secondary loan market earlier than at the stock market? Using 176 restatement data, we find significant negative abnormal loan returns and increased bid-ask spreads around restatement announcements. Furthermore, this negative loan market reaction is more pronounced when the restatement is initiated by either the SEC or auditors, and when the primary reason for restatement is related to revenue recognition issues. Additionally, we find restatement information arrives at the secondary loan market earlier than at the equity market, and that such private information quickly flows into the equity market. We also show that stock prices begin to decline approximately 30 days prior to the restatement announcements for firms with traded loans. However, we do not find such informational leakage for firms without traded loans. Collectively, the results of this paper suggest: (1) increased cost of debt financing after restatements and (2) superior informational efficiency of the secondary loan market to the stock market.     

Bank Debt versus Bond Debt: Evidence from Secondary Market Prices

This paper uses a new data set of daily secondary market prices of loans to analyze the specialness of banks as monitors. Consistent with a monitoring advantage of loans over bonds, we find the secondary loan market to be informationally more efficient than the secondary bond market prior to a loan default. Specifically, we find that secondary market loan returns Granger cause secondary market bond returns prior to a loan default. In contrast, secondary market bond returns do not Granger cause secondary market loan returns prior to a loan default.     

Multilayer financial networks and systemic importance: Evidence from China

In this paper, we develop a multilayer network structure and reveal the relationship between network structure and systemic risk. Unlike many previous studies, our model considers both liability and cross-holding of shares between financial institutions simultaneously. We propose a new systemic risk measurement by exploring the dynamic mechanism of financial contagion in the multilayer network. We display the network structure of Chinese financial institutions, including connectivity and diversity, and identify the systemic importance of them. We demonstrate that the multilayer network plays a non-linear role in financial risk spreading. Using the panel regression model and several experiment evidences, we show that the systemic risk can be explained more effectively by the linkage diversity more than the connectivity at both the institutional level and the system level. Our results highlight the importance of considering contagion mechanisms that go beyond a simple single-layer network structure.