The Informational Role of the Media in Private Lending

We investigate whether a borrower's media coverage influences the syndicated loan origination and participation decisions of informationally disadvantaged lenders, loan syndicate structures, and interest spreads. In syndicated loan deals, information asymmetries can exist between lenders that have a relationship with a borrower and less informed, nonrelationship lenders competing to serve as lead arranger on a syndicated loan, and also between lead arrangers and less informed syndicate participants. Theory suggests that the aggressiveness with which less informed lenders compete for a loan deal increases in the sentiment of public information signals about a borrower. We extend this theory to syndicated loans and hypothesize that the likelihood of less informed lenders serving as the lead arranger or joining a loan syndicate is increasing in the sentiment of media‐initiated, borrower‐specific articles published prior to loan origination. We find that as media sentiment increases (1) outside, nonrelationship lenders have a higher probability of originating loans; (2) syndicate participants are less likely to have a previous relationship with the borrower or lead bank; (3) lead banks retain a lower percentage of loans; and (4) loan spreads decrease.     

Enforcement actions on banks and the structure of loan syndicates

We investigate the effect of regulatory enforcement actions on banks' reputation by estimating the effect of non-compliance with laws and regulations among lead arrangers on the structure of syndicated loans. Consistent with a regulatory reputational stigma, a punished lead arranger increases her loan share to entice participants to continue to co-finance the loan. Consequently, when punished lead arranger initiates a new syndicated loan, then this loan tends to be more concentrated and co-funded by participants with previous collaboration with the lead arranger. However, the observed share increases by punished lead arrangers are seemingly mitigated by extending the loan guarantees, performance pricing provisions, and covenants.     

AGENT BANK BEHAVIOR IN BANK LOAN SYNDICATIONS

Using Shared National Credit (SNC) Program data from 1995 to 2000, we extend previous empirical work on bank loan syndications. First, we examine recent trends in the volume and examiner‐based credit quality of loans syndicated through the banking system. Second, we estimate a panel regression model to explain changes in an agent bank's retained share of a syndicated loan in terms of information asymmetries, loan credit quality, capital constraints, and loan age and maturity. We find that these variables are significant determinants of the proportion of a SNC loan retained by an agent bank for its portfolio over time.     

Institutional demand pressure and the cost of corporate loans

Between 2001 and 2007, annual institutional funding in highly leveraged loans went up from $32 billion to $426 billion, accounting for nearly 70% of the jump in total syndicated loan issuance over the same period. Did the inflow of institutional funding in the syndicated loan market lead to mispricing of credit? To understand this relation, we look at the institutional demand pressure defined as the number of days a loan remains in syndication. Using market-level and cross-sectional variation in time-on-the-market, we find that a shorter syndication period is associated with a lower final interest rate. The relation is robust to the use of institutional fund flow as an instrument. Furthermore, we find significant price differences between institutional investors’ tranches and banks’ tranches of the same loans, even though they share the same underlying fundamentals. Increasing demand pressure causes the interest rate on institutional tranches to fall below the interest rate on bank tranches. Overall, a one-standard-deviation reduction in average time-on-the-market decreases the interest rate for institutional loans by over 30 basis points per annum. While this effect is significantly larger for loan tranches bought by collateralized debt obligations (CDOs), it is not fully explained by their role.     

The Debt-Contracting Value of Accounting Information and Loan Syndicate Structure

We investigate how both the ownership structure and explicit contractual structure of syndicated loan deals are shaped by the debt‐contracting value (DCV) of borrowers' accounting information. DCV captures the inherent ability of firms' accounting numbers to capture credit quality deterioration in a timely fashion. We hypothesize and document that when a borrower's accounting information possesses higher DCV, information asymmetry between the lead arranger and other syndicate participants is lower, allowing lead arrangers to hold a smaller proportion of new loan deals. Further, we document that the influence of DCV on the proportion of the loan retained is conditional on the lead arranger's reputation, the existence of a credit rating, and the lead arranger's previous relationships with the same borrower. Finally, we find that when loans include performance pricing provisions, the likelihood that the single performance measure used is an accounting ratio, rather than a credit rating, is increasing in DCV.     

Loan underpricing and the provision of merger advisory services

This paper investigates the primary and secondary syndicated bank loan market to analyze the effect on pricing when the financial institution commingles syndicated lending with merger advisory services. In particular, we investigate the connection between the acquirer’s choice of financial advisor in a merger and future financing commitments. We find evidence of underpricing of syndicated bank loans in both the primary and secondary market. In the primary market, we show that non-acquisition loans granted by merger advisors to acquiring firms after the merger announcement date are charged a lower all-in-spread relative to acquisition loans if there has been a prior lending relationship. Consistent with this finding, we find that syndicated bank loans for non-acquisition purposes arranged by the acquirer’s advisor after the merger announcement date trade in the secondary market at a significant discount. Since the terms on these non-acquisition loans are not set upon merger announcement, they are most subject to risk shifting and underpricing agency problems. These findings offer evidence consistent with the existence of loss leader and potentially conflicted loans (priced at below-market terms) that are offered by the acquirer’s relationship bank advisor in order to win merger advisory business.     

Securitization without adverse selection: The case of CLOs

In this paper, we investigate whether securitization was associated with risky lending in the corporate loan market by examining the performance of individual loans held by collateralized loan obligations. We employ two different data sets that identify loan holdings for a large set of CLOs and find that adverse selection problems in corporate loan securitizations are less severe than commonly believed. Using a battery of performance tests, we find that loans securitized before 2005 performed no worse than comparable unsecuritized loans originated by the same bank. Even loans originated by the bank that acts as the CLO underwriter do not show under-performance relative to the rest of the CLO portfolio. While some evidence exists of under-performance for securitized loans originated between 2005 and 2007, it is not consistent across samples, performance measures, and horizons. Overall, we argue that the securitization of corporate loans is fundamentally different from securitization of other assets classes because securitized loans are fractions of syndicated loans. Therefore, mechanisms used to align incentives in a lending syndicate are likely to reduce adverse selection in the choice of CLO collateral.     

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.     

The impact of joint participation on liquidity in equity and syndicated bank loan markets

Market liquidity is impacted by the presence of financial intermediaries that are informed and active participants in both the equity and the syndicated bank loan markets, specifically informationally advantaged lead arrangers of syndicated bank loans that simultaneously act as equity market makers (dual market makers). Employing a two-stage procedure with instrumental variables, we identify the simultaneous equations model of liquidity and dual market maker decisions. We find that the presence of dual market makers improves the liquidity of the more competitive and transparent equity markets, but widens the spread in the less competitive over-the-counter loan market, particularly for small, informationally opaque firms.     

The influence of loan officers on loan contract design and performance

We investigate the extent to which loan officers generate independent, individual effects on the design and performance of syndicated loans. We construct a large database containing the identities of loan officers involved in structuring syndicated loan deals, allowing us to systematically disentangle borrower, bank, and loan officer fixed effects. We find that loan officers have significant influence on interest spreads, loan covenant design, and loan performance. Inclusion of borrower fixed effects increases our power to rule out the alternative that loan officer fixed effects reflect the matching of officerds to borrowers based on time-invariant borrower characteristics. We document heterogeneity in loan officers’ influence across loan contract terms, with loan officers exerting stronger influence over covenant package design than over interest spreads, but marginal influence on loan maturity. Lead officers have greater influence than participant officers over covenant package design and loan performance, but less robust differential influence on interest spreads.     

Economic value in tranching of syndicated loans

This paper presents a theory to explain the economic value of tranching and provides empirical evidence to support the theoretical implications. I show that riskier firms are more likely to take loans with multiple tranches. Therefore, the average credit spread on a syndicated loan with multiple tranches is higher than that on a non-tranched loan. However, after accounting for the risk characteristics of a tranched loan, I show that borrowings that are a part of tranched loans have lower credit spreads than otherwise identical non-tranched loans. I also show that the benefits of tranching accrue primarily to riskier borrowers.     

Do hedge funds trade on private information? Evidence from syndicated lending and short-selling

This paper investigates an important contemporary issue relating to the involvement of hedge funds in the syndicated loan market. In particular, we investigate the potential conflicts of interest that arise when hedge funds make syndicated loans and take short positions in the equity of borrowing firms. We find evidence consistent with the short-selling of the equity of the hedge fund borrowers prior to public announcements of both loan originations and loan amendments. We also find that hedge funds are more likely to lend to highly leveraged, lower credit quality firms, where access to private information is potentially the most valuable and where trading on such information could lead to enhanced profits. Overall, our results have important implications for the current debate regarding regulating the hedge fund industry.     

On syndicate composition, corporate structure and the certification effect of credit ratings

We assess the relative importance of ratings versus stock exchange listings in reducing information asymmetry using a dataset of syndicated loans to public and private firms in the UK. We find that the certification effect of ratings is largest for private firms and that syndicates are smallest if firms are privately held or unrated. Moreover, we find that the marginal effect of being stock exchange listed is insignificant once these firms are rated. Exploiting the heterogeneity among lenders, we find that especially foreign bank and non-bank investors do not provide capital if firms are unrated. Our paper highlights the information produced by rating agencies as an important mechanism by which ratings improve access to capital. Our results also emphasize the importance of syndicate moral hazard on the supply of uninformed capital: bank-borrower relationships significantly increase the loan share syndicated to investors particularly if firms are not listed and unrated.     

The alchemy of CDO credit ratings

Collateralized loan obligations (CLOs) were one of the largest and fastest growing segments of the structured finance market, fueling the 2003-2007 boom in syndicated loans and leveraged buyouts. The credit crisis brought CLO issuance to a halt, and as a result the leveraged loan market dried up. Similar to other structured finance products, investors in CLOs rely heavily on credit rating provided by the rating agencies, yet little is known about CLO rating practices. This paper attempts to fill the gap. Using novel hand-collected data on 3912 tranches of collateralized loan obligations we document the rating practices of CLOs and analyze their structures.     

Financial crises and the composition of cross-border lending

We examine the composition and drivers of cross-border bank lending between 1995 and 2012, distinguishing between syndicated and non-syndicated loans. We show that on-balance sheet syndicated loan exposures, which account for almost one third of total cross-border loan exposures, increased during the global financial crisis due to large drawdowns on credit lines extended before the crisis. Our empirical analysis of the drivers of cross-border loan exposures in a large bilateral dataset leads to three main results. First, banks with lower levels of capital favor syndicated over other kinds of cross-border loans. Second, borrower country characteristics such as level of development, economic size, and capital account openness, are less important in driving syndicated than non-syndicated loan activity, suggesting a diversification motive for syndication. Third, information asymmetries between lender and borrower countries became more binding for both types of cross-border lending activity during the recent crisis.     

The flight home effect: Evidence from the syndicated loan market during financial crises

This paper shows that the collapse of the global market for syndicated loans during financial crises can in part be explained by a flight home effect whereby lenders rebalance their loan portfolios in favor of domestic borrowers. The home bias of lenders' loan origination increases by approximately 20% if the bank's home country experiences a banking crisis. This flight home effect is distinct from flight to quality because borrowers of different quality are equally affected. The results indicate that the home bias in capital allocation tends to increase when adverse economic shocks reduce the wealth of international investors.     

Relationship Banking and Loan Syndicate Structure: The Role of Private Equity Sponsors

Using a sample of syndicated loans to private equity (PE)‐backed initial public offering companies, we examine how a third‐party bank relationship influences the syndicate structure of a loan. We find that a stronger relationship between the lead bank and the borrower's PE firm enables the lead bank to retain a smaller share of the loan and form a larger and less concentrated syndicate, especially when the borrower is less transparent. A stronger PE‐bank relationship also attracts greater foreign bank participation. Our findings suggest that the lead bank's relationship with a large equity holder of the borrower facilitates information production in lending.     

THE INFORMATIONAL ROLE OF BANK LOAN RATINGS

We analyze the relatively new phenomenon of credit ratings on syndicated loans, asking first whether they convey information to the capital markets. Our event studies show that initial loan ratings and upgrades are not informative, but downgrades are. The market anticipates downgrades to some extent, however. We also examine whether public information reflecting borrower default characteristics explains cross‐sectional variation in loan ratings and find that ratings are only partially predictable. Our evidence suggests that loan and bond ratings are not determined by the same model. Finally, we estimate a credit spread model incorporating bank loan ratings and other factors reflecting default risk, information asymmetry, and agency problems. We find that ratings are related to loan rates, given the effect of other influences on yields, suggesting that ratings provide information not reflected in financial information. Ratings may capture idiosyncratic information about recovery rates, as each of the agencies claims, or information about default prospects not available to the market.     

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。     

Banking Relationships and Syndicated Loans during the 2008 Financial Crisis

The research shows that banking relationships are important to lending. However, few studies focus on the banking relationships in syndicated loans, although these loans have became a major source of financing. The last financial crisis clearly shows the impacts of credit rationing and tightening credit conditions, even in the syndicated loans market. We investigate whether banking relationships help firms to benefit from better terms for syndicated loans in a chaotic financial environment. Using a sample of syndicated loans arranged from 2003 to 2008 in North America and Europe, we find that firms with a previously developed relationship with a lead bank obtained a lower spread and a longer maturity during the financial crisis but did not benefit from larger loan facilities.