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Stress Testing Banks’ Digital Capabilities: Evidence from the COVID-19 Pandemic

Journal of Financial and Quantitative Analysis 2024 59(6), 2618-2646 open access
Banks’ information technology (IT) capabilities affect their ability to serve customers during the COVID-19 pandemic, which generates an unexpected and unprecedented shock that shifts banking services from in-person to digital. Amid mobility restrictions, banks with better IT experience larger reductions in physical branch visits and larger increases in website traffic, implying a larger shift to digital banking. Stronger IT banks are able to originate more Paycheck Protection Program loans to small business borrowers, especially in areas with more severe COVID-19 outbreaks, higher internet use, and higher bank competition. Those banks also attract more deposit flows and receive better mobile customer reviews during the pandemic.

Does Shareholder Litigation Risk Cause Public Firms to Delist? Evidence from Securities Class Action Lawsuits

Journal of Financial and Quantitative Analysis 2024 59(4), 1726-1759 open access
Using three exogenous shocks to ex ante litigation risk, including federal judge ideology and two influential judicial precedents, we find that lower shareholder litigation risk reduces a firm’s propensity to delist from the U.S. stock markets. The effect is at least partially driven by indirect costs of litigation and that being a private firm can significantly reduce the threat of litigation. Overall, the results suggest that mitigating excessive litigation costs for public firms is crucial to ensure the continued vibrancy of the U.S. stock market.

Financial Literacy and IPO Underpricing

Journal of Financial and Quantitative Analysis 2024 59(3), 1430-1469 open access
Using an international sample of IPO firms and two country-level measures of financial literacy, we find strong evidence that financial literacy is negatively associated with IPO underpricing. In cross-sectional analyses, we find that the effect of financial literacy in reducing IPO underpricing is more pronounced when the information environment is less transparent. Employing path analysis, we document that information friction, firm transparency, and stock market participation are mechanisms that mediate this relationship. Our study contributes to and extends the literature by providing strong evidence that citizens’ financial literacy has an important and consistent influence on IPO underpricing.

Are Shadow Rate Models of the Treasury Yield Curve Structurally Stable?

Journal of Financial and Quantitative Analysis 2024 59(7), 3500-3530
We examine the structural stability of Gaussian shadow rate term structure models in a sample of Treasury yields that includes the “effective lower bound” (ELB) period from 2008 to 2015. After highlighting the challenges of testing for structural breaks in a latent-factor model, we proceed to document various pieces of empirical evidence for a structural break. As one of several practical implications, the expected policy rate paths during ELB years are notably shallower in our model that accommodates a structural break compared with a model that imposes structurally stability.

Common Lender, Ex-Banker Director, and Corporate Investment

Journal of Financial and Quantitative Analysis 2024 59(8), 3959-3993 open access
Due to the government-driven mergers of large banks, many competing firms in Japan ended up borrowing from a common lender. Using firm-level data, we find that the capital investments of competing firms that share a common lender decrease by 15% of the mean. When a common lender can exercise its voice through its former employees serving as firms’ executive directors, investments fall significantly further. Competing firms that share a common lender increase markups and profitability ratios, suggesting that the lender induces strategic coordination among its borrowers to reduce their competitive pressures. Firms use saved resources from weaker competition for cash cushions.

The Design of a Central Counterparty

Journal of Financial and Quantitative Analysis 2024 59(3), 1257-1299 open access
This article analyzes the optimal allocation of losses via a Central Clearing Counterparty (CCP) in the presence of counterparty risk. A CCP can hedge this risk by mutualizing losses among its members. This protection, however, weakens members’ incentives to manage counterparty risk. Delegating members’ risk monitoring to the CCP alleviates this tension in large markets. To discipline the CCP at minimum cost, members offer the CCP a junior tranche and demand capital contribution. Our results endogenize key layers of the default waterfall and deliver novel predictions on its composition, collateral requirements, and CCP ownership structure.

The Effects of Antitrust Laws on Horizontal Mergers: International Evidence

Journal of Financial and Quantitative Analysis 2024 59(7), 3267-3298
This study examines how antitrust law adoptions affect horizontal merger and acquisition outcomes. Using the staggered introduction of competition laws in 20 countries, we find antitrust regulation decreases acquirers’ 5-day cumulative abnormal returns surrounding horizontal merger announcements. A decrease in deal value, target book assets, and industry peers’ announcement returns are consistent with the market power hypothesis. Exploiting antitrust law adoptions addresses a downward bias to an estimated effect of antitrust enforcement. The potential bias from heterogeneous treatment effects does not nullify our results. Overall, antitrust policies seem to deter post-merger monopolistic gains, potentially improving customer welfare.

Derivatives and Market (Il)liquidity

Journal of Financial and Quantitative Analysis 2024 59(1), 157-194 open access
We study how derivatives (with nonlinear payoffs) affect the underlying asset’s liquidity. In a rational expectations equilibrium, informed investors expect low conditional volatility and sell derivatives to the others. These derivative trades affect different investors’ utility differently, possibly amplifying liquidity risk. As investors delta hedge their derivative positions, price impact in the underlying drops, suggesting improved liquidity, because informed trading is diluted. In contrast, effects on price reversal are ambiguous, depending on investors’ relative delta hedging sensitivity (i.e., the gamma of the derivatives). The model cautions of potential disconnections between illiquidity measures and liquidity risk premium due to derivatives trading.

The Deterrent Effect of Whistleblowing on Insider Trading

Journal of Financial and Quantitative Analysis 2024 59(8), 3739-3769 open access
I study whether the Dodd–Frank whistleblower program reduced informed trading by corporate insiders. To identify the effect, I partition firms based on the extent to which this program affected the likelihood of whistleblowing at each firm. I find a relative reduction in trading profits on purchases made by insiders at more affected firms after the program was initiated. I analyze insider sales in settings where they are more likely to be informed and find a reduction in the number of sales before negatively perceived events. The results suggest that whistleblower protections and rewards can effectively deter insider trading.

Bringing Innovation to Fruition: Insights From New Trademarks

Journal of Financial and Quantitative Analysis 2024 59(2), 474-520 open access
We build a novel comprehensive data set of new product trademarks as an output measure of product development innovation. We show that risk-taking incentives in CEO compensation motivate this type of innovation and that this innovation improves firm performance. Using an exogenous shock to executive compensation, we find that reductions in stock option compensation cause reductions in new product development. We also find that firms undertaking new product development experience increases in future cash flow from operations and return on assets. These findings suggest the importance of product development innovation to firms and new trademarks as a novel innovation measure.