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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.

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.

Locked in by leverage: Job search during the housing crisis

Journal of Financial Economics 2020 136(3), 623-648 open access
This paper examines how housing market distress affects job search. Using data from a leading online job search platform during the Great Recession, we find that job seekers in areas with depressed housing markets apply for fewer jobs that require relocation. With their search constrained geographically, job seekers broaden their search for lower-level positions nearby. These effects are stronger for job seekers with recourse mortgages, which we confirm using a spatial regression discontinuity analysis. Our findings suggest that housing market distress distorts labor market outcomes by impeding households’ ability to move.

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.

Labor unemployment risk and corporate financing decisions

Journal of Financial Economics 2013 108(2), 449-470 open access
This paper presents evidence that firms choose conservative financial policies partly to mitigate workers' exposure to unemployment risk. We exploit changes in state unemployment insurance laws as a source of variation in the costs borne by workers during layoff spells. We find that higher unemployment benefits lead to increased corporate leverage, particularly for labor-intensive and financially constrained firms. We estimate the ex ante, indirect costs of financial distress due to unemployment risk to be about 60 basis points of firm value for a typical BBB-rated firm. The findings suggest that labor market frictions have a significant impact on corporate financing decisions.

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.

Growing Out of Trouble? Corporate Responses to Liability Risk

Review of Financial Studies 2011 24(8), 2781-2821 open access
This article analyzes corporate responses to the liability risk arising from workers' exposure to newly identified carcinogens. We find that firms, especially those with weak balance sheets, tend to respond to such risks by acquiring large, unrelated businesses with relatively high operating cash flows. The diversifying growth appears to be primarily motivated by managers' personal exposure to their firms' risk in that the growth has negative announcement returns and is related to firms' external governance, managerial stockholdings, and institutional ownership. The results suggest that corporate governance is particularly important when firms are exposed to the risk of large, adverse shocks.

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.