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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.

Financing Negative Shocks: Evidence from Hurricane Harvey

Journal of Financial and Quantitative Analysis 2025 60(3), 1342-1372 open access
We examine the effects of a severe climate event on local firms. Our data include 8,218 business credit reports and a detailed survey of 273 businesses in the area affected by Hurricane Harvey. Delinquent credit balances doubled in areas with the worst flooding, although nonflooded areas also had significant credit impairments. Only independent businesses showed signs of distress; subsidiaries of larger firms did not. Firms were largely uninsured and often were denied credit postdisaster. Many funded recovery informally, such as through friends and family. Our findings suggest that several financial frictions compound the challenges posed by a severe climate event.

Hedging When Applying: Simultaneous Search with Correlation

American Economic Review 2025 115(2), 571-598
Applicants to schools, colleges, and jobs hedge by applying to a broad range of options, including reaches, matches, and safeties. We develop a simultaneous-search framework that rationalizes this practice. In this framework, the admissions process is correlated across schools so that if an applicant is rejected by one school, she is more likely to be rejected by more selective schools. We find that an applicant then optimally targets both safeties and reaches. We characterize how the optimal portfolio varies with the applicant’s beliefs, risk attitudes, and application costs and offer an algorithm that delivers the optimal portfolio in polynomial time.

Testing for Salience Effects in Choices under Risk

The Review of Economics and Statistics 2025 107(3), 741-754
We construct and run an experiment to test the most basic choice effect predicted by salience theory. Subjects allocate wealth between a risky and a safe investment. While we vary an apparent payoff ratio to influence salience, treatments have economically equivalent consequences. Most other theories of behavior then predict zero effect. Our experimental findings are strongly consistent with the behavioral implication of a continuous version of salience theory. We provide a novel structural estimate on the strength of salience. In our setting, increasing the relative payoff contrast by 1% is equivalent to an increased odds ratio by about 0.4%.

Do Public Financial Statements Influence Private Equity and Venture Capital Financing?

The Accounting Review 2025 100(2), 1-20
We study whether the availability of public audited financial statements influences the probability of private firms receiving private firm equity financing. Using a setting in the EU with plausibly exogenous variability in the extent to which private firms issue public financial reports, we find that private firms subject to public reporting requirements have a higher probability of obtaining private equity (PE) financing. In addition, we show that the increase in PE financing occurs in industries in which PE funds have prior experience. Last, we show that our findings also extend to other forms of private firm financing such as private firm acquisitions and venture capital. Our evidence highlights the importance of public financial statements in the decision-making of PE investors, an important and understudied segment of the private firm financing market. Data Availability: Data are available from the public sources cited in the text.

Global macro-financial cycles and spillovers

Journal of Banking & Finance 2025 178, 107512
We develop a new dynamic factor model to jointly characterize global macroeconomic and financial cycles and the spillovers between them. The model decomposes macroeconomic cycles into the part driven by global and country-specific macro factors and the part driven by spillovers from financial variables. We consider cycles in macroeconomic aggregates (output, consumption, and investment) and financial variables (equity and house prices, and interest rates). The global macro factor plays a major role in explaining G-7 business cycles, but there are also discernible spillovers from equity and house price shocks onto macroeconomic aggregates, at least over the past two decades, accounting for up to 17 % of the variation in global business cycle fluctuations. These spillovers operate mainly through the global macro factor rather than the country-specific macro factors (i.e., these spillovers affect business cycles in all G-7 economies), and are stronger for output and investment fluctuations and more prominent in the period leading up to and following the global financial crisis. We find weaker evidence of spillovers from macroeconomic cycles to financial variables, perhaps reflecting the predictive power of global financial markets.

LTCM Redux? Hedge fund Treasury trading, funding fragility, and risk constraints

Journal of Financial Economics 2025 169, 104017
We exploit the 2020 Treasury market shock to analyze how external and internal constraints impact arbitrageurs. Using regulatory filings, we find that hedge funds reduced arbitrage activities and increased cash holdings, despite stable credit and low contemporaneous redemptions. Creditors’ regulatory and liquidity constraints were not propagated to hedge funds through repo—Treasury arbitrageurs’ predominant financing source. Fund-creditor borrowing data reveal more regulated dealers provided, and more important clients received, disproportionately higher funding. Value-at-risk reported by funds suggests internal risk constraints were binding. Our results support theoretical predictions that arbitrageur risk constraints and precautionary liquidity management can amplify market instability even when contemporaneous financing remains resilient.

The Lifesaving Impact of Electronic Medical Records for HIV Patients

The Review of Economics and Statistics 2025
This paper shows that replacing paper-based records with electronic medical records (EMRs) improves HIV patient retention and prevents AIDS deaths in the low-income country of Malawi. An event study of 106 HIV clinics shows a 28 percent reduction in annual deaths five years after EMR implementation, with the greatest impact on children. Improvements in health outcomes appear due to efficiency gains, rather than to changes in the medical care provided at visits. These efficiency gains allow clinics to better manage patient data, trace lapsed patients and return them into care, and adapt to higher patient volumes over time.

Do Apprenticeship Norms Encourage Supervisors’ Audit Quality Enhancing Behaviors?

The Accounting Review 2025 100(4), 33-51 open access
The audit environment operates using an apprenticeship model, where more experienced auditors are responsible for the training and development of junior auditors. Academic research has investigated this model primarily as a quality control mechanism for the subordinate’s work product. In contrast, we investigate what effect the apprenticeship model has on supervising auditors. We theorize that coaching an apprentice activates norms that are accompanied by an ideal audit quality focus. In an experiment with experienced auditors, we find that salient apprenticeship norms result in a higher-quality sample selection. Although work-life conflict has an overall negative effect on quality, we find no evidence that apprenticeship norms attenuate this effect. Finally, auditors faced with client pressure improve the quality of their subsequent inventory testing selections only when apprenticeship norms are salient. Our findings expand our understanding of the ways the traditional audit environment encourages quality behavior, with important implications for research and practice.