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Target Behavior and Financing: How Conclusive Is the Evidence?

Journal of Finance 2009 64(4), 1767-1796
The notion that firms have a debt ratio target that is a primary determinant of financing behavior is influential in finance. Yet, how definitive is the evidence? We address this issue by generating samples where financing is unrelated to a firm's current debt ratio or a target. We find that much of the available evidence in favor of target behavior based on leverage ratio changes can be reproduced for these samples. Taken together, our findings suggest that a number of existing tests of target behavior have no power to reject alternatives.

The Effect of Auditor Quality on Financing Decisions

The Accounting Review 2009 84(4), 1085-1117
We present a model and provide empirical evidence showing that auditor quality affects the financing decisions of companies, and that higher audit quality reduces the impact of market conditions on client financial decisions and capital structure. Consistent with our analytical predictions, we find that companies audited by Big 6 firms are more likely to issue equity as opposed to debt than are those audited by small audit firms. We also find that companies audited by Big 6 auditors are able to make larger equity issues than are those audited by small auditors, but the difference narrows when market conditions improve. Additional results show that the debt ratios of companies decrease less in response to favorable market conditions when auditor quality is high, at least over the medium term.

Managerial Entrenchment and Firm Value: A Dynamic Perspective

Journal of Financial and Quantitative Analysis 2015 50(5), 1083-1103 open access
We examine the impact of managerial entrenchment on firm value using a dynamic model with firm fixed effects. To estimate the model, we employ the long-difference technique, which is shown by our simulation to deliver the least biased estimates. Based on a large sample of U.S. companies, we document a significantly negative and causal effect of managerial entrenchment on firm value after taking into account omitted variables, reverse causality, and highly persistent endogenous variables. Additional analysis suggests that the causality running from managerial entrenchment to firm value is more pronounced than that for reverse causality.

Corporate taxes and corporate social responsibility

Journal of Corporate Finance 2025 94, 102809 open access
Exploiting staggered changes in state-level corporate income taxes, we document that corporate social responsibility (CSR) performance improves substantially following tax cuts, reflecting firms' reliance on internal funds for CSR investments. However, tax increases do not significantly weaken CSR performance, implying that CSR commitments are sticky on the upside. Tax cuts enhance CSR performance more for firms with greater tax exposure, tighter financial constraints, better corporate governance, stronger prosocial preferences, or higher risk. Additional analysis of the 2017 federal tax reform substantiates the CSR effect of tax cuts. Overall, our findings highlight essential CSR features and illustrate how corporate tax policy drives corporate sustainability.

Target Behavior and Financing: How Conclusive Is the Evidence?

Journal of Finance 2009 64(4), 1767-1796
The notion that firms have a debt ratio target that is a primary determinant of financing behavior is influential in finance. Yet, how definitive is the evidence? We address this issue by generating samples where financing is unrelated to a firm's current debt ratio or a target. We find that much of the available evidence in favor of target behavior based on leverage ratio changes can be reproduced for these samples. Taken together, our findings suggest that a number of existing tests of target behavior have no power to reject alternatives.

Non-executive employee stock options and corporate innovation

Journal of Financial Economics 2015 115(1), 168-188 open access
We provide empirical evidence on the positive effect of non-executive employee stock options on corporate innovation. The positive effect is more pronounced when employees are more important for innovation, when free-riding among employees is weaker, when options are granted broadly to most employees, when the average expiration period of options is longer, and when employee stock ownership is lower. Further analysis reveals that employee stock options foster innovation mainly through the risk-taking incentive, rather than the performance-based incentive created by stock options.

Discontinuous Distribution of Test Statistics Around Significance Thresholds in Empirical Accounting Studies

Journal of Accounting Research 2025 63(1), 165-206 open access
Examining test statistics from articles in six leading accounting journals, we detect discontinuities in their distributions around conventional significance thresholds ( p‐ values of 0.05 and 0.01) and find an unusual abundance of test statistics that are just significant. Further analysis reveals that these discontinuities are more prominent in studies with smaller samples and are more salient in experimental than in archival studies. The discontinuity discrepancy between experimental and archival studies relates to several proxies for researcher degrees of freedom. Nevertheless, this evidence does not imply that experimental research is more prone to questionable research practices than archival studies. Overall, our findings speak to the concern of whether accounting researchers could exercise undisclosed discretion to obtain and report statistically significant results. Based on our results, a healthy skepticism of some just‐significant test statistics is warranted.

Demand uncertainty, inventory, and cost structure

Contemporary Accounting Research 2024 41(1), 226-254
Building on Banker, Byzalov, and Plehn‐Dujowich's (2014, The Accounting Review , 89 (3), 839–865) congestion cost theory, we model firms' trade‐off between a rigid cost structure and a high inventory level to reduce the congestion costs caused by uncertain demand. We demonstrate that firms with a higher inventory level adopt a less rigid cost structure, but the effect of cost structure on inventory is theoretically ambiguous. Using a large sample of manufacturing firms in the United States, we empirically investigate the dynamic interdependence between cost structure and inventory choices. Our results reveal that cost structure rigidity and inventory are negatively associated with each other over time, suggesting that they serve as substitutes in tackling demand uncertainty. Further analysis demonstrates that firms favor higher inventory levels over more rigid costs when inventory‐carrying costs decrease, fixed input costs increase, or downside risk escalates.

Stock Liquidity and Stock Price Crash Risk

Journal of Financial and Quantitative Analysis 2017 52(4), 1605-1637 open access
We find that stock liquidity increases stock price crash risk. To identify the causal effect, we use the decimalization of stock trading as an exogenous shock to liquidity. This effect is increasing in a firm’s ownership by transient investors and nonblockholders. Liquid firms have a higher likelihood of future bad earnings news releases, which are accompanied by greater selling by transient investors, but not blockholders. Our results suggest that liquidity induces managers to withhold bad news, fearing that its disclosure will lead to selling by transient investors. Eventually, accumulated bad news is released all at once, causing a crash.

Analyst Coverage and Financing Decisions

Journal of Finance 2006 61(6), 3009-3048
We provide evidence that analyst coverage affects security issuance. First, firms covered by fewer analysts are less likely to issue equity as opposed to debt. They issue equity less frequently, but when they do so, it is in larger amounts. Moreover, these firms depend more on favorable market conditions for their equity issuance decisions. Finally, debt ratios of less covered firms are more affected by Baker and Wurgler's (2002) “external finance‐weighted” average market‐to‐book ratio. These results are consistent with market timing behavior associated with information asymmetry, as well as behavior implied by dynamic adverse selection models of equity issuance.