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Capital Structure as a Strategic Variable: Evidence from Collective Bargaining

Journal of Finance 2010 65(3), 1197-1232
I analyze the strategic use of debt financing to improve a firm's bargaining position with an important supplier—organized labor. Because maintaining high levels of corporate liquidity can encourage workers to raise their wage demands, a firm with external finance constraints has an incentive to use the cash flow demands of debt service to improve its bargaining position with workers. Using both firm‐level collective bargaining coverage and state changes in labor laws to identify changes in union bargaining power, I show that strategic incentives from union bargaining appear to have a substantial impact on corporate financing decisions.

Why do firms use high discount rates?

Journal of Financial Economics 2016 120(3), 445-463
We present evidence consistent with operational constraints leading firms to use high discount rates that average twice the firms’ cost of financial capital. Based on a survey of Chief Financial Officers matched to archival data, we find that firms with abundant access to capital but limited qualified management or manpower appear to forgo profitable projects in preparation for more profitable future investment opportunities. Consistent with this explanation, firms that use high discount rates have strong balance sheets, low leverage, and large cash holdings. In addition, firms appear to increase discount rates to account for idiosyncratic risk.

Playing it safe? Managerial preferences, risk, and agency conflicts

Journal of Financial Economics 2016 122(3), 431-455
This article examines managers’ incentive to play it safe. We find that, after managers are insulated by the adoption of an antitakeover law, they take value-destroying actions that reduce their firms’ stock volatility and risk of distress. To illustrate one such action, we show that managers undertake diversifying acquisitions that target firms likely to reduce risk, have negative announcement returns, and are concentrated among firms with managers who gain the most from reducing risk. Our findings suggest that instruments typically used to motivate managers, such as greater financial leverage and larger ownership stakes, exacerbate risk-related agency challenges.

Common Errors: How to (and Not to) Control for Unobserved Heterogeneity

Review of Financial Studies 2014 27(2), 617-661
Controlling for unobserved heterogeneity (or “common errors”), such as industry-specific shocks, is a fundamental challenge in empirical research.This paper discusses the limitations of two approaches widely used in corporate finance and asset pricing research: demeaning the dependent variable with respect to the group (e.g., “industry-adjusting”) and adding the mean of the group's dependent variable as a control. We show that these methods produce inconsistent estimates and can distort inference. In contrast, the fixed effects estimator is consistent and should be used instead. We also explain how to estimate the fixed effects model when traditional methods are computationally infeasible.

Boarding a Sinking Ship? An Investigation of Job Applications to Distressed Firms

Journal of Finance 2016 71(2), 507-550
We use novel data from a leading online job search platform to examine the impact of corporate distress on firms’ ability to attract job applicants. Survey responses suggest that job seekers accurately perceive firms’ financial condition, as measured by companies’ credit default swap prices and accounting data. Analyzing responses to job postings by major financial firms during the Great Recession, we find that an increase in an employer's distress results in fewer and lower quality applicants. These effects are particularly evident when the social safety net provides workers with weak protection against unemployment and for positions requiring a college education.

Chipping away at the Glass Ceiling: Gender Spillovers in Corporate Leadership

American Economic Review 2011 101(3), 635-639
This paper examines the role of women helping women in corporate America. Using a merged panel of directors and executives for large US corporations between 1997 and 2009, we find a positive association between the female share of the board of directors in the previous year and the female share among current top executives. The relationship's timing suggests that causality runs from boards to managers and not the reverse. This pattern of women helping women at the highest levels of firm leadership highlights the continued importance of a demand-side “glass ceiling” in explaining the slow progress of women in business.

The Big Three and board gender diversity: The effectiveness of shareholder voice

Journal of Financial Economics 2023 149(2), 323-348
In 2017, “The Big Three” institutional investors launched campaigns to increase gender diversity on corporate boards. We estimate that their campaigns led American corporations to add at least 2.5 times as many female directors in 2019 as they had in 2016. Firms increased diversity by identifying candidates beyond managers’ existing networks and by placing less emphasis on candidates’ executive experience. Firms also promoted more female directors to key board positions, indicating firms’ responses went beyond tokenism. Our results highlight index investors’ ability to effectuate broad-based governance changes and the impact of investor buy-in in increasing corporate-leadership diversity.