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Investor Demand for Leverage: Evidence from Equity Closed-End Funds

The Review of Asset Pricing Studies 2024 14(1), 1-39
We provide evidence that investors with leverage constraints demand leverage for the sake of leverage. We study the equity closed-end fund (CEF) market and document a strong positive relation between fund leverage and CEF premiums, indicating that investors pay a relative premium for leverage. We perform a quasi-natural experiment and identify leverage as a causal driver of the premium. Leverage changes do not signal improved fund performance. Instead, the only benefit to investors of increased leverage is amplified exposure via greater volatility and risk exposure. We supply external validity by relating our results to the betting-against-beta factor.

How Do Foreign Labor Regulations Affect Firms’ Operating Strategies?

Journal of Financial and Quantitative Analysis 2025 60(2), 910-947 open access
We examine how changes in foreign labor regulations affect U.S. multinationals’ operating strategies. We show that firms with integrated operations in countries where labor regulations become tighter tend to establish arm’s-length relations with local business partners in that nation. The substitution between integrated and arm’s-length operations is stronger toward joint ventures than suppliers and weaker in the presence of financial constraints. Our findings are consistent with the idea that when firms find it harder to terminate their workers in integrated operations, they change to an operating model where it is easier to replace or discontinue business partners instead of employees.

Offshore activities and financial vs operational hedging

Journal of Financial Economics 2017 125(2), 217-244
A key question is why many multinational firms forgo foreign exchange derivative (FX) hedging and instead use operational hedging. We propose an explanation based on illiquidity and the unique advantages of operational hedges. We use 10-K filings to construct dynamically updated text-based measures of the offshore sale of output, purchase of input, and ownership of assets. We find that firms use FX derivatives when they are liquid and generally available. Otherwise, they often favor purchasing input from the same nations they sell output to, an operational hedge. Quasi-natural experiments based on new derivative product launches suggest a likely causal relation.

Speculative and Informative: Lessons from Market Reactions to Speculation Cues

The Review of Corporate Finance Studies 2025
Speculative language in corporate disclosures can convey valuable information about firms’ fundamentals. We evaluate this idea by developing a measure for speculative statements based on sentences marked with the “weasel tag” on Wikipedia. In the 16-week test period after filing, greater use of speculative statements in 10-Ks predicts higher and nonreverting abnormal returns, more insider and informed buying, and higher news sentiment. These findings imply that managers’ usage of speculative language in 10-Ks reflects voluntary disclosure of their private information about the positive prospects of events when market implications of the events are uncertain and thus have room for (re)interpretation.

The JOBS Act and the Costs of Going Public

Journal of Accounting Research 2017 55(4), 795-836
We examine the effects of Title I of the Jumpstart Our Business Startups Act for a sample of 312 emerging growth companies (EGCs) that filed for an initial public offering (IPO) from April 5, 2012 through April 30, 2015. We find no reduction in the direct costs of issuance, accounting, legal, or underwriting fees for EGC IPOs. Underpricing, an indirect cost of issuance that increases an issuer's cost of capital, is significantly higher for EGCs compared to other IPOs. More importantly, greater underpricing is present only for larger firms that are newly eligible for scaled disclosure under the Act. Overall, we find little evidence that the Act in its first three years has reduced the measurable costs of going public. Although there are benefits of the Act that issuers appear to value, they should be balanced against the higher costs of capital that can occur after its enactment.

Information Disclosure and Peer Innovation: Evidence from Mandatory Reporting of Clinical Trials

Journal of Financial and Quantitative Analysis 2025 60(7), 3267-3310 open access
We document significant increases in the suspension of ongoing drug projects following the passage of the Food and Drug Administration Amendments Act of 2007 (FDAAA), which mandates that pharmaceutical companies publicly disclose detailed clinical study results. Our results suggest a causal interpretation through difference-in-differences analyses that exploit variations in pre-FDAAA information environments. We also show evidence that fewer new projects are initiated after the FDAAA. Drug developers’ learning from peer failures is the primary mechanism, further amplified by financial constraints. We also examine the consequences of enhanced information disclosure, including changes in firm investment efficiency, drug quality, and disease morbidity.