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The Impact of the Opioid Crisis on Firm Value and Investment

Review of Financial Studies 2025 38(5), 1291-1332
We show a negative effect of opioid prescriptions on subsequent individual employment among employers in our sample using doctor-opioid-prescribing propensity as our instrument. This finding has implications for firms that must now contend with lower local labor supply. We find a negative relationship between opioid prescriptions and subsequent establishment growth. However, firms respond to labor shortages by investing more in technology, replacing the relatively scarcer labor with capital, especially when they are not financially constrained. We find positive abnormal returns, upon the passage of state laws intended to limit opioid prescriptions, that are driven by firms more reliant on labor.

Within-Firm Pay Inequality

Review of Financial Studies 2017 30(10), 3605-3635
Financial regulators and investors have expressed concerns about high pay inequality within firms. Using a proprietary data set of public and private firms, this paper shows that firms with higher pay inequality—relative wage differentials between top- and bottom-level jobs—are larger and have higher valuations and stronger operating performance. Moreover, firms with higher pay inequality exhibit larger equity returns and greater earnings surprises, suggesting that pay inequality is not fully priced by the market. Our results support the notion that differences in pay inequality across firms are a reflection of differences in managerial talent. Received March 14, 2016; editorial decision January 21, 2017 by Editor Itay Goldstein.

Wage Inequality and Firm Growth

American Economic Review 2017 107(5), 379-383
We discuss firm-level evidence based on UK data showing that within-firm pay inequality--wage differentials between top- and bottom-level jobs--increases with firm size. Moreover, within-firm pay inequality rises as firms grow larger over time. Lastly, using wage data from 15 developed countries, we document a positive association between aggregate wage inequality at the country level and growth by the largest firms in the country. We conclude that part of what may be perceived as a global trend toward more wage inequality may be driven by an increase in the size of the largest firms in the economy.

Labor Protection and Leverage

Review of Financial Studies 2015 28(2), 561-591
This paper exploits intertemporal variations in employment protection across countries and finds that rigidities in labor markets are an important determinant of firms' capital structure decisions. Over the 1985–2007 period, we find that reforms increasing employment protection are associated with a 187 basis point reduction in leverage. We interpret this finding to suggest that employment protection increases operating leverage, crowding out financial leverage. This result does not appear to be due to pretreatment differences between treated and control firms, omitted variables, unobserved changes in regional economic conditions, and reverse causality. Heterogeneous treatment effects are consistent with our economic intuition.

Shielding firm value: Employment protection and process innovation

Journal of Financial Economics 2022 146(2), 637-664
Following state-level legal changes that increase labor dismissal costs, firms increase their innovation in new processes that facilitate the adoption of cost-saving production methods, especially in industries with a large share of labor costs in total costs. Firms with high innovation ability exhibit larger increases in process innovation and capital-labor ratios, an effect driven by both increases in capital investment and decreases in employment. By facilitating the adjustment of the input mix when conditions in input markets change, innovation ability allows firms to mitigate value losses and is a key driver of their performance.

Patent trolls and startup employment

Journal of Financial Economics 2019 133(3), 708-725
We analyze how frivolous patent infringement claims made by nonpracticing entities (NPEs, or “patent trolls”) affect startups’ ability to grow and create jobs, innovate, and raise capital. Our identification strategy exploits the staggered adoption of anti-troll laws in 32 US states. The laws lead to a 4.4% increase in employment at high-tech startups—an increase driven by IT firms, a frequent target of NPEs. Increased access to financing, both venture capital and patent-backed lending, is a key channel driving our findings. Measures aimed at curbing the threat posed by NPEs can thus help reduce the real and financing frictions faced by startups.

The Distribution of Nonwage Benefits: Maternity Benefits and Gender Diversity

Review of Financial Studies 2022 36(1), 194-234
Why do firms offer nonwage compensation instead of the equivalent amount in financial compensation? We argue that firms use nonwage benefits, specifically female-friendly benefits, such as maternity leave, to increase gender diversity by efficiently attracting women. Using Glassdoor data, we show that firms offer higher-quality maternity leave benefits in labor markets in which female talent is relatively scarce. This result also holds more generally when examining all female-friendly nonwage benefits and is not present when looking at gender-neutral benefits. Moreover, using staggered adoption of state laws, we show that voluntary provision of these benefits can increase firm value. Wei Jiang. Authors have furnished an Internet Appendix, which is available on the Oxford University Press Web site next to the link to the final published paper online