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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.

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.

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.

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.

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.

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.