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Credit Default Swaps, Fire-Sale Risk, and the Liquidity Provision in the Bond Market

Journal of Financial and Quantitative Analysis 2024 59(4), 1963-1996
We study the effect of credit default swaps (CDSs) on the bond market. Using a comprehensive sample of U.S. corporate bonds, we document that the presence of CDSs significantly increases bond liquidity and reduces yield spreads for investment grade bonds. We show that CDSs influence the bond market by lowering the impact of fire sales of institutional bondholders and facilitating inventory management for bond dealers who absorb fire sale shocks. However, the liquidity provision role of CDSs gets weakened after the CDS Big Bang in 2009, potentially because of the requirement of large upfront payments.

The Spillover Effects of Hurricane Katrina on Corporate Bonds and the Choice Between Bank and Bond Financing

Journal of Financial and Quantitative Analysis 2021 56(3), 885-913
We use an exogenous event, namely, the spillover effects of Hurricane Katrina on corporate bonds through the liquidation of bond holdings by insurance companies, to study how companies react to temporary changes in the relative availability of bond and bank financing. We find that the negative shock on bonds induces firms to shift from bond financing to bank-based borrowing and to shorten the debt maturity. This shift in debt policy does not revert in the long term. There is no significant change in capital structure, suggesting that the substitution from bonds to bank loans is sufficient for the amount of borrowing.

Trust and Local Bias

Journal of Financial and Quantitative Analysis 2020 55(7), 2211-2245
In this article, we examine the effect of social trust on local bias. Our evidence suggests that institutional investors located in high-trust regions of the United States exhibit lower local bias. Moreover, we find that high-trust investors are better diversified, suggesting that trust helps accomplish greater diversification. The results are not due to firm, demographic, or local economic characteristics. Additional analysis reveals that the documented informational advantage in local holdings exists only in low-trust regions. We show that this finding is consistent with a trust explanation.

Cross-Subsidization in Conglomerate Firms: Evidence from Government Spending Shocks

Journal of Financial and Quantitative Analysis 2024 59(1), 339-368
Exploiting demand shocks from changes in federal government spending, we examine how the organizational structure of a firm affects its investment behavior. Government spending shocks affect the investment of government-dependent conglomerate segments less than matched stand-alone firms. Investment also increases in lower government-dependent segments when other segments within the same firm experience positive demand shocks, indicating cross-subsidization between segments. We further show that this cross-subsidization leads to worse operating performance and increases the diversification discount. Our findings are robust after addressing the endogeneity of government spending.

Who Supplies PPP Loans (and Does It Matter)? Banks, Relationships, and the COVID Crisis

Journal of Financial and Quantitative Analysis 2021 56(7), 2411-2438
We analyze the bank supply of credit under the Paycheck Protection Program (PPP). The literature emphasizes relationships as a means to improve lender information, which helps banks manage credit risk. Despite imposing no risk, however, the PPP supply reflects traditional measures of relationship lending: decreasing in bank size and increasing in prior experience, commitment lending, and core deposits. Our results suggest a new benefit of bank relationships: They help firms access government-subsidized lending. Consistent with this benefit, we show that the bank PPP supply, based on the structure of the local banking sector, alleviates increases in unemployment.

Credit Default Swaps and Firm Cyclicality

Journal of Financial and Quantitative Analysis 2025 60(2), 1014-1041 open access
We find firm cyclicality decreases by 40% after the inception of credit default swap (CDS) trading. The effect stems from CDS firms’ less aggressive asset growth in good times and is stronger for firms facing a more severe empty creditor problem. Important identification issues are addressed. The result cannot be explained with debt overhang, bank lending cyclicality, or the cyclicality of firms’ business fundamentals. It holds for the cyclicality of various corporate outcomes (inventories, cash, and employment). Importantly, CDS trading impedes unhealthy growth and enhances profitability and firm value. Our finding indicates an important positive real effect of financial innovation.

Why Do Mutual Funds Hold Lottery Stocks?

Journal of Financial and Quantitative Analysis 2022 57(3), 825-856
We provide evidence regarding mutual funds’ motivation to hold lottery stocks. Funds with higher managerial ownership invest less in lottery stocks, suggesting that managers themselves do not prefer such stocks. The evidence instead supports that managers cater to fund investors’ preference for such stocks. In particular, funds with more lottery holdings attract larger flows after portfolio disclosure compared with their peers, and poorly performing funds tend to engage in risk shifting by increasing their lottery holdings toward year-ends. Funds’ aggregate holdings of lottery stocks contribute to their overpricing.

Two Trees with Heterogeneous Beliefs: Spillover Effect of Disagreement

Journal of Financial and Quantitative Analysis 2019 54(4), 1791-1819 open access
In a model where investors disagree about the fundamentals of two stocks, the state-price density depends on investor disagreements for both stocks, especially the larger stock. This implies that disagreement among investors in a large firm has a spillover effect on the pricing of other stocks owned by these investors. The pricing effects of investor disagreements crucially depend on the average belief biases. Empirical findings support the novel model prediction of a disagreement spillover effect and help reconcile some mixed evidence in the literature.

Do Shareholder Leverage Constraints Affect Debtholders?

Journal of Financial and Quantitative Analysis 2026 61(4), 2033-2072
We examine the relationship between shareholder leverage constraints and corporate risk-taking, focusing on its impact on debtholders. Our findings show that mutual fund leverage constraints are related to more risk-taking activities of portfolio companies, inducing higher credit risk and greater risk-shifting concerns for the firms’ debtholders. In response, the debtholders raise borrowing costs and tighten lending conditions. These effects intensify for firms facing higher levels of conflict between debtholders and shareholders and when mutual funds exert greater influence over firms. Econometric analyses, including instrumental variable specifications and asset management company mergers, support a causal interpretation.

Does CFO Board Membership Benefit Shareholders? The Case of Corporate Acquisitions

Journal of Financial and Quantitative Analysis 2025 60(3), 1558-1585 open access
We investigate whether chief financial officers (CFOs) serving on U.S. corporate boards benefit shareholders in M&A transactions. We find that acquisitions made by firms with CFOs on boards have significantly better acquirer announcement returns. This is due to the CFO director’s ability to select targets with better strategic and financial fit. CFO board membership can create shareholder value if there are effective governance regimes restraining managerial entrenchment and CFOs’ interests are closely aligned with those of shareholders through equity ownership. Furthermore, sitting on boards enables CFOs to secure more and cheaper financing for their acquisitions.