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Liquidity and Arbitrage in the Market for Credit Risk

Journal of Financial and Quantitative Analysis 2011 46(3), 627-656
The recent credit crisis has highlighted the importance of market liquidity and its interaction with the price of credit risk. We investigate this interaction by relating the liquidity of corporate bonds to the basis between the credit default swap (CDS) spread of the issuer and the par-equivalent bond yield spread. The liquidity of a bond is measured using a recently developed measure called latent liquidity , which is defined as the weighted average turnover of funds holding the bond, where the weights are their fractional holdings of the bond. We find that bonds with higher latent liquidity are more expensive relative to their CDS contracts after controlling for other realized measures of liquidity. Analysis of interaction effects shows that highly illiquid bonds of firms with a greater degree of uncertainty are also expensive, consistent with limits to arbitrage between CDS and bond markets, due to the higher costs of “shorting” illiquid bonds. Additionally, we document the positive effects of liquidity in the CDS market on the CDS-bond basis. We also find that several firm- and bond-level variables related to credit risk affect the basis, indicating that the CDS spread does not fully capture the credit risk of the bond

An analysis of price discovery from panel data models of CDS and equity returns

Journal of Banking & Finance 2014 41, 167-177 open access
We propose a panel data model of price discovery. We find that the stock market contributes to price discovery in most sectors while the Credit Default Swap (CDS) market contributes to price discovery in only a few sectors. We discover that in sectors where both the stock market and the CDS market contribute to price discovery, it is the stock market that dominates the price discovery process. When we consider investment grade stocks, the importance of the CDS market in price discovery improves but the stock market still dominates the price discovery process. The results for different sizes of stocks generally suggest that both markets are important for price discovery but it is the stock market that dominates. We also find that while the price discovery process was affected by the 2007 global financial crisis, the stock market still dominated the price discovery process. Finally, in an economic significance analysis, we show that investors in the CDS market are able to make relatively more profits from a forecasting model that takes into account price discovery compared to a model that simply ignores the role of price discovery

The effect of liquidity and solvency risk on the inclusion of bond covenants

Journal of Banking & Finance 2014 48, 120-136
Studies have analyzed the impact of firm and issue characteristics but not liquidity and solvency components of financial distress on the use of bond covenants. Using a comprehensive database of corporate bonds from 2001 to 2012, we find that firm liquidity, measured by standardized Lambda, has a negative statistical and economic impact on the inclusion of all categories and sub-categories of restrictive bond covenants. Developed from financial statement information by Emery and Lyons (1991), Lambda is designed as a coverage ratio that, under certain distribution assumptions, maps into the probability of a firm being unable to pay its short-term bills. The strongest solvency proxy is the 10-year credit default swap (CDS) spread which is significant across the categories and sub-categories for investment and payment covenants, weakly significant for the subordinated debt sub-category of the subsequent financing covenant, but strongly significant for the control poison put sub-category of event covenants. This evidence supports a model that uses SLambda as a proxy for liquidity risk and the 10-year CDS spread as a proxy for solvency risk. The liquidity/covenant relationship is dampened when firms have access to commercial paper funding or bank loans. However, during the recent financial crisis liquidity event this liquidity/covenant relationship was enhanced especially for firms which were dependent on commercial paper during this time when the commercial paper market was deteriorating

Price discovery in euro area sovereign credit markets and the ban on naked CDS

Journal of Banking & Finance 2018 96, 106-125
The sovereign debt crisis in the euro area saw credit spreads on sovereign bonds and credit default swaps (CDS) surge for a number of member states. The rise in sovereign yields was accompanied by a significant increase in sovereign CDS market activity. This pattern raised concerns that destabilising speculation via outright short-selling of CDS (so-called ‘naked CDS’) was behind the increase in bond yields. In response, policy-makers introduced a ban on naked CDS trading. We investigate the effect of the ban on the price discovery process of sovereign credit risk, contrasting results for the post-ban period with those obtained prior to the ban. We use intraday data on sovereign CDS and bonds across a number of euro area countries. Our first main finding is that the CDS market dominates the bond market in terms of price discovery. That is, CDS premia in most cases adjust quicker to reflect new information than bond spreads. This result holds also when taking into account transaction costs. Our second main finding is that the ban on short-selling did not alter price discovery dynamics or reduce the efficiency of the market. Finally, we find that prior to the ban, CDS spreads were persistently higher than bond credit spreads, even after controlling for transaction costs. This points to the presence of market frictions that limit the ability of arbitrage forces to fully close pricing gaps between the two markets. However, these pricing discrepancies were in many cases largely eliminated following the introduction of the ban