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.     

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.     

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.     

Beyond Basis Basics: Liquidity Demand and Deviations from the Law of One Price

Deviations from the law of one price between futures and spot prices—the futures-cash basis—capture information about liquidity demand for equity market exposure in global markets. We show that the basis comoves with dealer and investor futures positions, is contemporaneously positively correlated with futures and spot market returns, and negatively predicts futures and spot returns. These findings are consistent with the futures-cash basis reflecting liquidity demand that is common to futures and cash equity markets. We find persistent supply-demand imbalances for equity index exposure reflected in the basis, giving rise to an annual premium of 5% to 6%.     

Random Walks and Market Efficiency Tests of Latin American Emerging Equity Markets: A Revisit

The few existing studies on equity price dynamics and market efficiency for Latin American emerging equity markets show conflicting results. This study uses multiple varianceratio and auto-regressive fractionally integrated moving-average tests and new data (U.S. dollar-based national equity indices for the 1987–1997 period) to clarify these results. Documented evidence shows that equity prices in major Latin American emerging equity markets — Argentina, Brazil, Chile and Mexico—follow a random walk, and that they are, generally, weak-form efficient. In sum, therefore, the evidence suggests that international investors in these markets cannot use historical information to design systematically profitable trading schemes because future long-term returns are not dependent on past returns.     

Capital Market Regimes and Bank Structure in Europe

We hypothesize that fundamental features that distinguish European capital markets have predictably influenced emerging national differences in bank capitalization and loan growth. Using bank‐level data from 13 European countries, 1998 to 2004, we find evidence of positive effects of “equity‐friendly” market features on bank capitalization and positive effects of both “equity‐friendly” and “credit‐friendly” market features on loan growth. The findings are strongest in small banks and in banks with cooperative charters. Our results suggest that ongoing and prospective integration of European banking markets is mitigated by relatively static features of the equity and credit markets on which banks rely.     

Liquidity dynamics across public and private markets

In this paper we investigate cross-asset liquidity between equity markets and REITs and between REITs and private real estate markets. While many studies have investigated REIT liquidity, and there is an emerging interest in liquidity in the private real estate markets, there appears to be little knowledge of the dynamics of cross-market liquidity. We find lower levels of liquidity for REITs compared to a set of control firms matched on size and book-to-market ratios. Commonality in liquidity is also lower for REITs than the controls and the overall market. However, we do find an important difference in share turnover for REITs, which appears to have a higher level of commonality than found in other studies. We suggest that this may be due to the financial crisis. Additionally we find evidence of similar time-series variation in liquidity for public and private real estate markets. We also find significant directional causality for most liquidity proxies from the public to private real estate markets. Finally our results show that there is strong contemporaneous correlation between both public and private real estate market liquidity and the term spread and real investment and consumption spending. REIT liquidity measures based on intraday data also appear to contain important information not found in measures constructed from daily returns.     

Market liquidity as a sentiment indicator

We build a model that helps to explain why increases in liquidity—such as lower bid–ask spreads, a lower price impact of trade, or higher turnover–predict lower subsequent returns in both firm-level and aggregate data. The model features a class of irrational investors, who underreact to the information contained in order flow, thereby boosting liquidity. In the presence of short-sales constraints, high liquidity is a symptom of the fact that the market is dominated by these irrational investors, and hence is overvalued. This theory can also explain how managers might successfully time the market for seasoned equity offerings, by simply following a rule of thumb that involves issuing when the SEO market is particularly liquid. Empirically, we find that: (i) aggregate measures of equity issuance and share turnover are highly correlated; yet (ii) in a multiple regression, both have incremental predictive power for future equal-weighted market returns.     

Decoupling the distressed banks and their clients,and coupling the distressed firms and their lending banks

This paper simultaneously investigates the responses of stock prices of the related banks and the client firms when one of them is in distress. Two effects are examined. The distressed bank effect, which claims that the stock price of client firms are coupled to that of their related distress banks, and the distressed firm effect, which claims that the related banks are negatively affected when their client firms are in distress. We collect the detailed information of individual transaction loan data to find the relationship between banks and their client firms. Asymmetric responses are reported in this paper. Our results reject the distressed bank effect but, by contrast, cannot reject the distressed firm effect. We propose the fund diversification hypothesis and the leverage hypothesis, and argue the decoupling effect of the distressed bank and their listed firms, owing to the diversified choice of clients' financing channel.     

Liquidity risk and stock performance during the financial crisis

We investigate whether and how ex-ante liquidity risk affects realized stock returns during the global financial crisis of 2008–2009 in international equity markets. We find that stocks with higher pre-crisis return exposure to global market liquidity shocks experience larger price reductions during the crisis period. Our findings provide further insight into the comprehensive picture of the effect of liquidity risk on asset prices, especially in an international context and under different market conditions.     

资本市场开放与股权资本成本——基于沪港通、深港通的实证研究

本文基于沪港通和深港通研究资本市场开放对中国内地股权资本成本的影响。研究发现,受政策风险和市场环境等因素所限,沪港通在初始阶段并未对沪市公司的股权资本成本产生显著影响,但随着政策进一步完善、市场逐渐稳定和交易不断活跃,其对股权资本成本的降低效果于实施两年后开始显现;深港通建立在沪港通的制度基础和运行经验上,其在开通后显著降低了标的公司的股权资本成本。本文还进一步分析了资本市场开放影响股权资本成本的竞争渠道和信息渠道,发现深港通对股权资本成本的降低作用主要集中在投资者竞争程度较高,或是公开信息质量较高、信息不对称程度较低的股票样本。     

Liquidity and Return Relationships in an Emerging Market

In this paper, we investigate the relationship between liquidity and stock returns in the Vietnam stock market during the global financial crisis. Vietnam is one of a new group of frontier emerging markets referred to as CIVETS (Colombia, Indonesia, Vietnam, Egypt, Turkey, and South Africa). We use a rich and detailed data set of firm characteristics to identify a positive relationship between liquidity and stock returns. This contradicts the negative correlation typically found in stock returns in developed markets. Our results support the proposition that when a market is not fully integrated with the global economy, a lack of liquidity will be a less important risk factor. Our findings contribute to those studies that highlight the diversification benefits from including frontier markets, which have a lower degree of integration with the global economy, in international portfolios.     

资本市场开放与股权资本成本——基于沪港通、深港通的实证研究

本文基于沪港通和深港通研究资本市场开放对中国内地股权资本成本的影响。研究发现,受政策风险和市场环境等因素所限,沪港通在初始阶段并未对沪市公司的股权资本成本产生显著影响,但随着政策进一步完善、市场逐渐稳定和交易不断活跃,其对股权资本成本的降低效果于实施两年后开始显现;深港通建立在沪港通的制度基础和运行经验上,其在开通后显著降低了标的公司的股权资本成本。本文还进一步分析了资本市场开放影响股权资本成本的竞争渠道和信息渠道,发现深港通对股权资本成本的降低作用主要集中在投资者竞争程度较高,或是公开信息质量较高、信息不对称程度较低的股票样本。     

Abnormal trading volume,news and market efficiency: Evidence from the Jamaica Stock Exchange

This paper investigates market efficiency of the Jamaica Stock Exchange (JSE). Together, weak and semi-strong form efficiency claim that historical and newly released public information do not predict future stock price movement. We test both forms of market efficiency by analyzing stock price behavior during times of abnormal trading volume and around the release dates of earnings information. Abnormal trading volume may be driven by liquidity demand or reflect new or private information flow to the market. Using JSE data over the period 2000 to 2021, we find price dynamics consistent with price pressure as firms experience negative abnormal returns on the day of abnormal trading activity but offsetting positive abnormal stock returns on the following day. Further findings show post earnings announcement drift on the JSE. Taken as a whole, the evidence suggests violations of market efficiency and has implications for capital allocation in this emerging market.     

Market structure and the pass-through of the federal funds rate

We study the effect of local market bank concentration on business loan originations and on the pass-through of the federal funds rate to business loan originations. Economic theory on the relationship between concentration and the pass-through of input prices to quantity (or price) is ambiguous. We find that more concentrated markets have lower business loan originations and experience smaller changes in business loan originations in response to changes in the federal funds rate. Our results support the idea that market concentration dampens quantity reactions to input price changes.     

Delayed Expected Loss Recognition and the Risk Profile of Banks

This paper investigates the extent to which delayed expected loan loss recognition (DELR) is associated with greater vulnerability of banks to three distinct dimensions of risk: (1) stock market liquidity risk, (2) downside tail risk of individual banks, and (3) codependence of downside tail risk among banks. We hypothesize that DELR increases vulnerability to downside risk by creating expected loss overhangs that threaten future capital adequacy and by degrading bank transparency, which increases financing frictions and opportunities for risk‐shifting. We find that DELR is associated with higher correlations between bank‐level illiquidity and both aggregate banking sector illiquidity and market returns (i.e., higher liquidity risks) during recessions, suggesting that high DELR banks as a group may simultaneously face elevated financing frictions and enhanced opportunities for risk‐shifting behavior in crisis periods. With respect to downside risk, we find that during recessions DELR is associated with significantly higher risk of individual banks suffering severe drops in their equity values, where this association is magnified for banks with low capital levels. Consistent with increased systemic risk, we find that DELR is associated with significantly higher codependence between downside risk of individual banks and downside risk of the banking sector. We theorize that downside risk vulnerability at the individual bank level can translate into systemic risk by virtue of DELR creating a common source of risk vulnerability across high DELR banks simultaneously, which leads to risk codependence among banks and systemic effects from banks acting as part of a herd.     

Liquidity and Expected Returns: Lessons from Emerging Markets

Given the cross-sectional and temporal variation in their liquidity,emerging equity markets provide an ideal setting to examinethe impact of liquidity on expected returns. Our main liquiditymeasure is a transformation of the proportion of zero dailyfirm returns, averaged over the month. We find that it significantlypredicts future returns, whereas alternative measures such asturnover do not. Consistent with liquidity being a priced factor,unexpected liquidity shocks are positively correlated with contemporaneousreturn shocks and negatively correlated with shocks to the dividendyield. We consider a simple asset-pricing model with liquidityand the market portfolio as risk factors and transaction coststhat are proportional to liquidity. The model differentiatesbetween integrated and segmented countries and time periods.Our results suggest that local market liquidity is an importantdriver of expected returns in emerging markets, and that theliberalization process has not fully eliminated its impact.     

The integration of bank syndicated loan and junk bond markets

This paper hypothesizes that the special role of banks as corporate quasi-insiders has been changing due to developments in informational, legal and institutional infrastructures of syndicated loan markets. We investigate the integration of intermediated and disintermediated financial markets through highly leveraged transaction (HLT) syndicated loans during the 1990s. We demonstrate that, with the emergence of traded HLT syndicated loans as an alternative high-yield asset to high-yield bonds, market integration has dramatically increased. Taking the late 1980s and 1990s together, different factors explain the movement of credit spreads of the two markets. HLT loan market’s spreads are strongly affected by bank liquidity. Bank liquidity’s effect on HLT loan spreads disappears after 1993. From 1994–1999, junk bond market liquidity factors affect bank loan pricing. We interpret these changes as evidence of the erosion of bank specialness.     

Syndicated Leveraged Loans During and After the Crisis and the Role of the Shadow Banking System

In an article published in this journal in 1998, Nobel laureate Merton Miller argued that one of the best weapons available to national economies in their defense against the macroeconomic effects of banking crises is the availability of non‐bank financial institutions and products—or what we now refer to as the “shadow banking system.” Although Miller may have exaggerated the independence of bank‐ and market‐based sources of financing, the author argues that events during and after the recent crisis have shown Miller's claims about the importance of non‐bank investors in the provision of credit to be fundamentally correct. Critics of securitization and the shadow banking system tend to focus on the subprime mortgage story in which the sudden re‐pricing of credit risk and the resulting disappearance of investment demand for ABCP, private‐label mortgage‐related ABS, and ABS CDOs created unexpected and significant downward price pressure on those asset types. But the leveraged loan market tells a very different story. In contrast to the near complete disappearance of private mortgage securitizations, the extraordinary recovery of the U.S. syndicated leveraged loan market demonstrates that the relation between commercial and shadow banking has proved to be a highly productive and resilient one—and very much a two‐way street. When leveraged loans and CLOs experienced problems from 2007 through 2009 due primarily to the widespread liquidity and credit market disruptions that affected essentially all structured credit products, institutional investors in leveraged loans disappeared and the leveraged loan primary market imploded. But when institutional participants recognized the value of the underlying asset—corporate loans—and regained confidence in shadow‐banking products, leveraged lending by banks recovered quickly and dramatically. This outcome is viewed as vindicating Professor Miller's statement about the benefits of shadow markets and securitization— namely, the role of non‐bank investors in diversifying the risk of credit creation while at the same time improving the price discovery process in different markets. The recent history of the U.S. leveraged loan market demonstrates that shadow banking system participants play a critical role in meeting the total demand for such loans, and that the ebbs and flows from institutional leveraged loan markets are strongly connected with the health and integrity of the underlying leveraged bank loan market.     

Differential shareholder wealth and volume effects surrounding private equity placements in New Zealand

Private equity placements in New Zealand exhibit a strong positive relationship between abnormal announcement returns and the price at which shares are placed. The relationship suggests that placement price conveys important information regarding firm quality and value. This is significant as the New Zealand market has different regulations governing private equity placements compared to other countries. For example, private placement purchasers in New Zealand can buy shares at substantial discounts and immediately sell on-market without disclosing these trades to the market for a period of at least 5 days. Private placements issued at a premium exhibit a permanent positive impact on firm value. In contrast, those placed at a discount experience negative announcement returns and show a significant run-down in returns following the announcement. Private placements spark a large increase in trading activity in the 5 days following an announcement and the increase is particularly strong for those placed at a discount. We also find that companies that privately place equity in New Zealand are typically low book to market, thinly traded stocks. Therefore, the immediate returns available to purchasers of discounted shares may reflect fair compensation for these risks.