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.     

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 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.     

Asymmetric information effects on loan spreads

This paper estimates the cost arising from information asymmetry between the lead bank and members of the lending syndicate. In a lending syndicate, the lead bank retains only a fraction of the loan but acts as the intermediary between the borrower and the syndicate participants. Theory predicts that asymmetric information will cause participants to demand a higher interest rate and that a large loan ownership by the lead bank should reduce this effect. In equilibrium, however, the asymmetric information premium demanded by participants is offset by the diversification premium demanded by the lead. Using shifts in the idiosyncratic credit risk of the lead bank's loan portfolio as an instrument, I measure the asymmetric information effect of the lead's share on the loan spread and find that it accounts for approximately 4% of the total cost of credit.     

Corporate ownership structure and bank loan syndicate structure

Using a novel data set on corporate ownership and control, we show that the divergence between the control rights and cash-flow rights of a borrowing firm's largest ultimate owner has a significant impact on the concentration and composition of the firm's loan syndicate. When the control-ownership divergence is large, lead arrangers form syndicates with structures that facilitate enhanced due diligence and monitoring efforts. These syndicates tend to be relatively concentrated and composed of domestic banks that are geographically close to the borrowing firms and that have lending expertise related to the industries of the borrowers. We also examine factors that influence the relation between ownership structure and syndicate structure, including lead arranger reputation, prior lending relationship, borrowing firm informational opacity, presence of multiple large owners, laws and institutions, and financial crises.     

CEO Risk‐taking Incentives and Bank Loan Syndicate Structure

This paper investigates the effects of a borrowing firm's CEO risk‐taking incentives on the structure of the firm's syndicated loans. When CEO risk‐taking incentives are high, syndicates are structured to facilitate better due diligence and monitoring efforts. These syndicates have a smaller number of total lenders and are more concentrated, and lead arrangers will retain a greater portion of the loan. Moreover, CEO risk‐taking incentives have a lesser effect on the syndicate structure when lead arrangers have a good reputation and a prior lending relationship with a borrowing firm, while they have a greater effect on the syndicate structure when borrowing firms have low information transparency, are financially distressed or have low growth prospects.     

Common information asymmetry factors in syndicated loan structures

This paper provides a comprehensive study of the syndicate structure and its relationship to information asymmetry and loan spread by using principal component analysis on a large set of 40 structure-related variables. A total of six structure components are identified and related to syndicate quality, syndicate members’ heterogeneity or share concentration, lead arranger’s characteristics, lead lender’s or syndicate’s location, lender–borrower relationships, and lead institution type. In multivariate settings, all six components are significant determinants of loan spread, either directly or indirectly through their impact on other components. Lead share retention, previous lender–borrower relationships and syndicate quality are shown to be bilaterally related to loan spread. Structure components differ regionally, which can provide an explanation for the European pricing discount observed in the literature. An Asian discount is observed and cannot be explained by structure differences.     

Price Discovery and Dissemination of Private Information by Loan Syndicate Participants

We delineate key channels through which flows of confidential information to loan syndicate participants impact the dynamics of information arrival in prices. We isolate the timing of private information flows by estimating the speed of price discovery over quarterly earnings cycles in both secondary syndicated loan and equity markets. We identify borrowers disseminating private information to lenders relatively early in the cycle with firms exhibiting relatively early price discovery in the secondary loan market, documenting that price discovery is faster for loans subject to financial covenants, particularly earnings‐based covenants; for borrowers who experience covenant violations; for borrowers with high credit risk; and for loans syndicated by relationship‐based lenders or highly reputable lead arrangers. We then ask whether early access to private information in the loan market accelerates the speed of information arrival in stock prices. We document that the stock returns of firms identified with earlier private information dissemination to lenders indeed exhibit faster price discovery in the stock market, but only when institutional investors are involved in the firm's syndicated loans. Further, the positive relation between institutional lending and the speed of stock price discovery is more pronounced in relatively weak public disclosure environments. These results are consistent with institutional lenders systematically exploiting confidential syndicate information via trading in the equity market.     

Financial Institutions Network and the Certification Value of Bank Loans

Social networks play an important role in mitigating informational frictions related to financial intermediation, especially bank lending. We investigate the effect of the network of financial institutions on the certification value of bank loans using data on syndicated loans to European companies. We find that the presence of more central leaders in a syndicate substantially increases the stock market's reaction to loan announcements. This certification value is reinforced when informational frictions are more important but vanishes when there are severe disruptions in the functioning of financial markets, such as during the financial crisis of 2008.     

Political risk,project finance,and the participation of development banks in syndicated lending

How should loan contracts for financing projects in countries with high political risk be designed? We argue that non-recourse project finance loans and the participation of development banks in the loan syndicate help mitigate political risk. We test these arguments by conducting a study with a sample of 4978 loans made to borrowers in 64 countries. Our results show that if political risk is higher, then project finance loans are more likely to be used, and development banks are more likely to participate in the syndicate. We also show that the terms of the loan contract depend not only on the political risk but also on the legal and institutional environment as well.     

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.      

Syndication of European Buyouts and its Effects on Target‐Firm Performance

Using a unique dataset of 859 leveraged buyouts in Europe during the period 1999–2009, the authors' recent study reports that buyout financiers syndicate their transactions to other buyers to achieve benefits that include diversification of different types of target risk, the combination of complementary investor information and skillsets, and an increase in future deal flow. The authors also report that lead financiers structure their syndicates in ways designed to minimize syndication costs, in particular potential information and incentive problems with co‐investors in the syndicate, while also aiming to maximize the syndication benefits mentioned above. For example, through effective management of conflicts of interest with co‐investors within their syndicates, lead financiers are likely to acquire a reputation for looking out for the interests of their co‐investors that ends up increasing their own deal flow. As additional evidence in support of this claim, the authors also report finding that the post‐buyout profitability and growth of the target companies are higher when buyouts are syndicated (even after adjusting for the “endogeneity” of such decisions) and when the syndicates are structured to limit inter‐investor conflicts of interest within the syndicate. And as the authors point out, this finding, when viewed with the other main findings cited above, provides a more positive view of European buyout syndicates than the one projected by studies of Anglo‐American syndicates to date, whose findings have emphasized the potential for collusion among the buyout financiers.     

Liquidity risk and syndicate structure

We decompose syndicated loan risk into credit, market, and liquidity risk and test how these shape syndicate structure. Commercial banks dominate relative to non-banks in loan syndicates that expose lenders to liquidity risk. This dominance is most pronounced when borrowers have high levels of credit or market risk. We then tie commercial banks’ advantage in liquidity risk to access to transactions deposits by comparing investments across banks. The results suggest that risk-management considerations matter most for participants relative to lead arrangers. Links from transactions deposits to liquidity exposure, for instance, are more than 50% larger at participants than at lead arrangers.     

Ownership dispersion across large shareholders and loan-syndicate structure

This study tests the relationship between ownership dispersion across large shareholders and the structure of loan syndicates. The results of an analysis of a set of bank loan contracts that were extended to Indonesian listed firms, from 1992 to 2016, show that an uneven ownership distribution between the largest controlling shareholder and multiple large shareholders is associated with a smaller and more concentrated syndicate. In line with the agency and moral hazard theoretical framework, the results suggest that in a weak legal system, when banks are lending to companies that are at a high risk of expropriation, they decrease the syndicate size and increase the syndicate concentration in order to intensify their efforts in due diligence and monitoring.     

Information Asymmetry and Financing Arrangements: Evidence from Syndicated Loans

I empirically explore the syndicated loan market, with an emphasis on how information asymmetry between lenders and borrowers influences syndicate structure and on which lenders become syndicate members. Consistent with moral hazard in monitoring, the lead bank retains a larger share of the loan and forms a more concentrated syndicate when the borrower requires more intense monitoring and due diligence. When information asymmetry between the borrower and lenders is potentially severe, participant lenders are closer to the borrower, both geographically and in terms of previous lending relationships. Lead bank and borrower reputation mitigates, but does not eliminate information asymmetry problems.     

Financial distress,information asymmetry,and syndicate structure: Evidence from Japanese borrowers

This paper examines how borrower firm characteristics affect syndicate size structure in the Japanese loan market for the 1999–2003 period when the banking system is undergoing a major consolidation. We find that syndicates are smaller when borrowers have higher credit risk and when borrowers present larger information asymmetries to the lending group. Interestingly, however, these results are primarily driven by keiretsu (business group) firms. This suggests that the benefits of enhanced monitoring and superior renegotiation prospects are especially useful for banks participating in syndicated loans to Keiretsu firms in Japan rather than informationally opaque, independent firms.     

Does Poor Performance Damage the Reputation of Financial Intermediaries? Evidence from the Loan Syndication Market

We investigate the effect of poor performance on financial intermediary reputation by estimating the effect of large‐scale bankruptcies among a lead arranger's borrowers on its subsequent syndication activity. Consistent with reputation damage, such lead arrangers retain larger fractions of the loans they syndicate, are less likely to syndicate loans, and are less likely to attract participant lenders. The consequences are more severe when borrower bankruptcies suggest inadequate screening or monitoring by the lead arranger. However, the effect of borrower bankruptcies on syndication activity is not present among dominant lead arrangers, and is weak in years in which many lead arrangers experience borrower bankruptcies.     

Did Regulation Fair Disclosure affect credit markets?

This study assesses whether the implementation of Regulation Fair Disclosure (Reg FD) has affected the quantity and quality of information in credit markets. We find that, after Reg FD, borrowing from new lenders was associated with a higher loan spread. We also document that, after Reg FD, (1) borrowers became more dependent on relationship lending; (2) lead lenders retained a higher loan share; and (3) a typical loan syndicate involved a smaller number of participating lenders. We interpret these results as evidence of an increased level of information asymmetry in credit markets after Reg FD.     

Information Asymmetry and Organizational Structure: Evidence from REITs

We test for the differences in information asymmetry across two organizational forms (external and internal) in the REIT industry. We find significant differences with external REITs being significantly more transparent relative to internal REITs, and these differences are reflected in the loan contract terms and loan syndicate structure of loans made to these two types of REITs. We find that the relatively more transparent externally advised REITs are offered more favourable loan contracts in terms of lower loan rates and lower likelihood of collateral requirement. Further, loans to external REITs have syndicates that are larger in size and the lead lender retains a smaller portion of the loan, reflecting lower information asymmetry.     

Auditor choice and information asymmetry: evidence from international syndicated loans

Analyzing a large sample of non-US public firms from 31 countries that obtain private loans, we find that loan syndicates that lend to borrowers that employ Big N auditors are larger and less concentrated and that the lead arrangers and largest investors of these syndicates are able to hold a lower proportion of the loan after issuance. Further analysis demonstrates that this effect exists only in countries with strong creditor rights and in those countries with high levels of societal trust, suggesting that both sound formal and informal institutional factors are prerequisites for lenders and borrowers to benefit from differential audit quality on loan syndicate structure efficiency. Furthermore, we find that the loan syndicate structure benefits for borrowers that employ Big N auditors are higher for borrowers with greater information asymmetry problems, but we do not find that Big N audits are able to address the information asymmetry and moral hazard issues between the lenders themselves.