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IPOs, Human Capital, and Labor Reallocation

Journal of Financial and Quantitative Analysis 2025 60(6), 2584-2614
Abstract How does access to public equity markets affect the human capital of IPO filing firms? While IPO filing firms have high average wages and limited industrial diversification, a successful IPO increases departures of high-wage employees to startups and triggers industrial diversification through employment growth in non-core industries. Surprisingly, IPOs do not significantly affect the earnings growth of pre-IPO workers. Instead, post-IPO hires receive larger earnings increases upon joining. Overall, going public has a significant effect on a firm’s workforce and labor reallocation across firms.

Innovation Under Pressure

Journal of Financial and Quantitative Analysis 2025 60(5), 2088-2120 open access
Abstract Firms become more efficient at innovation activities when they face pressure to meet earnings per share (EPS) targets using stock repurchases. Using a regression-discontinuity framework, we find that incentives to engage in “EPS-motivated buybacks” are followed by more citations and higher values for firms’ new patents. We trace these effects to improved allocation of R&D resources and a greater focus on novel innovation. The positive effects are concentrated among ex ante “innovation-efficient” firms that achieve better patenting outcomes after reorganizing (but not cutting) their R&D investments. Our findings illustrate that short-term earnings pressure can act through a free cash flow channel that motivates more efficient spending.

Directors: Older and Wiser, or Too Old to Govern?

Journal of Financial and Quantitative Analysis 2025 60(1), 169-208
Abstract An unintended consequence of recent governance reforms in the United States is firms’ greater reliance on older director candidates, resulting in noticeable board aging. We investigate this phenomenon’s implications for corporate governance. We document that older independent directors exhibit poorer board meeting attendance, are less likely to serve on or chair key board committees, and receive less shareholder support in annual elections. These directors are associated with weaker board oversight in acquisitions, CEO turnovers, executive compensation, and financial reporting. However, they can also provide particularly valuable advice when they have specialized experience or when firms have greater advisory needs.

Time Variation in the News–Returns Relationship

Journal of Financial and Quantitative Analysis 2025 60(1), 258-294 open access
Abstract The speed of stock price reaction to news exhibits substantial time variation. Higher risk-bearing capacity of financial intermediaries, lower passive ownership of stocks, and more informative news increase price responses to contemporaneous news; surprisingly, these interaction variables also increase price responses to lagged news (underreaction). A simple model with limited attention and three investor types (institutional, noninstitutional, and passive) predicts the observed variation in news responses. A long–short trading strategy based on news sentiment earns high returns, which increase when conditioning on the interaction variables. The interactions we document are robust to the choice of news source.

Poison Pills in the Shadow of the Law

Journal of Financial and Quantitative Analysis 2025 60(6), 2718-2752 open access
Abstract Poison pills are among the most powerful antitakeover provisions, but studying their economic impact is challenging because of the obvious endogeneity concerns. We address the problem by studying U.S. states’ staggered adoption of poison pill laws (PPLs), which strengthen the right to adopt a pill (i.e., the shadow pill ) and increase the validity of visible pills. We document that PPLs make visible pill policy aligned with economic incentives, increasing pill adoption among firms with a high likelihood of takeover, but decreasing it among firms with low takeover likelihood. We also document that PPLs positively impact firm value, especially for innovative firms with more intangible assets.

Overlapping Ownership Along the Supply Chain

Journal of Financial and Quantitative Analysis 2025 60(1), 105-134 open access
Abstract I find overlapping institutional ownership (OIO) in a customer and supplier increases the duration of their supply chain relationship. Results are stronger when vertical holdup is more severe. A quasi-natural experiment around mergers of financial institutions provides causal evidence of OIO improving relationship survival rates. Concurrent with longer-lived relationships, valuations and innovation increase, consistent with OIO effects on relationship longevity being beneficial. I find evidence of OIO strengthening relationships via an internalization channel: With more OIO, partners cooperate more, with the supplier extending more trade credit. Overall, results indicate OIO strengthens vertical relationships by alleviating holdup problems.

Credit Default Swaps and Firm Cyclicality

Journal of Financial and Quantitative Analysis 2025 60(2), 1014-1041 open access
Abstract 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.

Firm Resiliency: The Role of Spillovers

Journal of Financial and Quantitative Analysis 2025 60(3), 1527-1557 open access
Abstract Using high-frequency data on over 7 million import transactions, we study the disruptions to U.S. firms’ trade patterns and growth immediately following the initial COVID-19 trade shock. While large firms were not direct recipients of government fiscal support, they experienced fewer disruptions when located in counties where small businesses (SMEs) received government stimulus loans under the Paycheck Protection Program. These effects were largest in counties with greater share of SMEs and stronger input–output linkages between large firms and SMEs. Our results point to local spillovers between SMEs and large firms as being an important determinant of firm resiliency during crises.

Foreign Exchange Order Flow as a Risk Factor

Journal of Financial and Quantitative Analysis 2025 60(5), 2555-2582 open access
Abstract We propose a novel pricing factor for currency returns motivated by the market microstructure literature. Our factor aggregates order flow data to provide a measure of buying and selling pressure related to conventional currency trading strategies. It successfully prices the cross-section of currency returns sorted on the basis of forward discount and momentum. The association between our factor and currency returns differs according to the customer segment of the foreign exchange market. In particular, it appears that financial customers are risk-takers in the market, while nonfinancial customers serve as liquidity providers.

Evolution of Debt Financing Toward Less-Regulated Financial Intermediaries in the United States

Journal of Financial and Quantitative Analysis 2025 60(3), 1234-1271 open access
Abstract Nonbank lenders have been playing an increasing role in supplying debt, especially after the Great Recession. How important are the distortions in the greater regulation of banks that differentially limit risk-taking across alternative providers of credit? How might the growing role of nonbanks in credit markets affect financial stability? This selective review addresses these questions and discusses how banks and nonbanks helped provide liquidity to the nonfinancial sector during the COVID-19 pandemic shock. We argue that tighter bank regulation has created incentives for nonbanks to increase their participation in credit markets, a trend that creates concerns about financial stability.