Journal of Financial and Quantitative Analysis202459(5), 2299-2339open access
Is there a trade-off between the short-run and long-run real effects of monetary policy “leaning against the wind”? We provide novel evidence on this question from the United States in 1920–1921. Our identification strategy exploits county-level variation in access to the Federal Reserve’s discount window, and hand-collected data on banking and agriculture in Illinois. In the short term, tightened conditions at the discount window decreased bank lending and lowered crop prices and farm revenues. In the long term, however, they lowered debt-to-output levels and led to greater farmland utilization, suggesting an avoidance of debt overhang problems.
Journal of Financial and Quantitative Analysis202459(5), 2099-2132
We find that mortgage loans originated after the adoption of the inevitable disclosure doctrine (IDD; a mechanism discouraging loan officers’ labor mobility) have a lower default probability, a higher loan modification rate, and a lower foreclosure rate. These effects are unaccompanied by any reduction in loan supply and contribute to more stable housing prices. Using the adoption of the Uniform Trade Secrets Act as an alternative identification generates consistent results. Overall, our findings suggest that restricting loan officers’ labor mobility leads to better ex ante screening and ex post monitoring, improving the origination efficiency for U.S. residential mortgage loans.
Journal of Financial and Quantitative Analysis202459(4), 1886-1925
Recent Delaware Chancery Court decisions that boards are self-interested in setting director compensation have focused scrutiny on the pay-setting process used by corporations. We examine the effect of peer benchmarking on director compensation decisions. Director pay relates positively to peer director pay, and firms paying their directors highly are selected as peers. Moreover, firm performance and board advising performance are positively related to the talent component and are generally unrelated to the self-serving component of the peer pay effect. The evidence indicates that firms use peer benchmarking to justify high compensation mainly to attract talented directors to enhance board quality.
Journal of Financial and Quantitative Analysis202459(4), 1620-1658open access
This article studies the effects of state minimum wage increase on information technology (IT) adoption at the establishment level in the United States. Our results show that treatment establishments on average allocate between $10,328 and $66,808 more per year to their IT budgets during the first 3 years after experiencing significant state minimum wage increases. Additional evidence shows that state minimum wage increases on average lead to an economically small decrease in employment. The estimated employment effect is larger for establishments that have more incentives to automate labor. Our results suggest that establishments adopt technology to countervail increased labor costs.
Journal of Financial and Quantitative Analysis202459(4), 1586-1619open access
Exploiting two quasi-natural experiments, we find that firms increase emissions of toxic pollution following decreases in analyst coverage. The effects are stronger for firms with low initial analyst coverage, poor corporate governance, and firms subject to less stringent monitoring by environmental regulators. Decreases in environmental-related questions raised in conference calls, an increased cost of monitoring to institutional shareholders, reductions in pollution abatement investment, and the weakening of internal governance related to environmental performance are channels through which reduced analyst coverage contributes to increases in firm pollution. Our study highlights the monitoring role analysts play in shaping corporate environmental policies.
Journal of Financial and Quantitative Analysis202459(4), 1516-1540open access
We document the causal effects of single-name options trading on the absolute level of information content of prices (stock price informativeness) by exploiting the Penny Pilot Program as an exogenous shock to options trading volume. We find that options trading increases underlying stock price informativeness and information acquisition by both option and stock investors, consistent with the framework of Goldstein and Yang (2015). The findings are driven by firms for which options are more important sources of information and firms with more efficiently priced options. Options market introduction in a sample of 25 other economies also leads to higher price informativeness.
Journal of Financial and Quantitative Analysis202459(8), 3900-3920open access
I propose a novel measure to identify family firms based on the number of family links between high-ranking coworkers. Leveraging this measure, I reexamine previous findings in the literature and derive four novel facts: i) Measures of stock ownership misclassify firms with a large family presence. ii) Family-run firms exhibit value stock characteristics, whereas founder-CEO firms display growth stock characteristics. iii) Family-run firms pay lower costs. iv) Family managers behave myopically. I conclude that failing to consider family links can lead to highly misleading results in the study of family firms.
Journal of Financial and Quantitative Analysis202459(6), 2933-2969open access
Consolidation in the U.S. banking industry has led to larger banks. I find that low-income households face reduced access to credit when local banks are large. This result appears to stem from large banks’ comparative disadvantage using soft information, which is particularly important for lending to low-income households. In contrast, the size of local banks has little or no effect on high-income households. Consistent with low-income parents’ credit constraints limiting investment in their children’s human capital, areas with larger banks exhibit a greater sensitivity of educational attainment to parental income, and less intergenerational economic mobility.
Journal of Financial and Quantitative Analysis202459(6), 2869-2898open access
Do asset managers engage in friendly investing to obtain privileged investment information? We test this hypothesis in the context of mutual fund connections to financial groups. Using brokers as the source of connections, we find that funds overweight the stock of connected financial groups and side with management in contested votes. We also find that fund performance improves with the extent of friendly investing. The improvement stems from trading the stock of companies that borrow from connected financial groups. Brokerage commissions do not drive the results. Our findings suggest that funds can obtain valuable information by acting as friendly shareholders.
Journal of Financial and Quantitative Analysis202459(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.