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The Old Boys’ Club: Schmoozing and the Gender Gap

American Economic Review 2023 113(7), 1703-1740
Offices are social places. Employees and managers take breaks together and talk about family and hobbies. In this study, we show that employees’ social interactions with their managers can be advantageous for their careers, and that this phenomenon contributes to the gender pay gap. We use administrative and survey data from a large financial institution and exploit quasi-random variation induced by the rotation of managers. We provide evidence that when employees have more face-to-face interactions with their managers, they are promoted at a higher rate. This mechanism could explain a third of the gender gap in promotions at this firm.

How Much Does Your Boss Make? The Effects of Salary Comparisons

Journal of Political Economy 2022 130(3), 766-822
The vast majority of the pay inequality in organizations comes from differences in pay between employees and their bosses. But are employees aware of these pay disparities? Are employees demotivated by this inequality? To address these questions, we conducted a natural field experiment with a sample of 2,060 employees from a multibillion-dollar corporation in Southeast Asia. We document large misperceptions among employees about the salaries of their managers and smaller but still significant misperceptions of the salaries of their peers, and we show that these perceptions have a significant causal effect on the employees’ own behavior.

Increasing the Demand for Workers with a Criminal Record

Quarterly Journal of Economics 2022 138(1), 103-150
We experimentally test several approaches to increasing the demand for workers with a criminal record on a nationwide staffing platform by addressing potential downside risk and productivity concerns. The staffing platform asked hiring managers to make a series of hypothetical hiring decisions that affected whether workers with a criminal record could accept their jobs in the future. We find that 39% of businesses in our sample are willing to work with individuals with a criminal record at baseline, which rises to over 50% when businesses are offered crime and safety insurance, a single performance review, or a limited background check covering just the past year. Wage subsidies can achieve similar increases but at a substantially higher cost. Based on our findings, the staffing platform relaxed the criminal background check requirement and offered crime and safety insurance to interested businesses.

What’s My Employee Worth? The Effects of Salary Benchmarking

Review of Economic Studies 2026 93(4), 2531-2573
Firms are allowed to use aggregate data on market salaries to set pay, a practice known as salary benchmarking. Using national payroll data, we study firms that gain access to a tool that reveals market benchmarks for each job title. Using a difference-in-differences design, we find that the benchmark information reduces salary dispersion by 25%. Thus, salary dispersion must stem partly from aggregate uncertainty about the salaries offered by other firms. Our model formalizes how salary dispersion can arise even in competitive labour markets for identical workers when such uncertainty exists, and we discuss implications for an ongoing policy debate.

Equilibrium Effects of Pay Transparency

Econometrica 2023 91(3), 765-802 open access
The discourse around pay transparency has focused on partial equilibrium effects: how workers rectify pay inequities through informed renegotiation. We investigate how employers respond in equilibrium. We study a model of bargaining under two‐sided incomplete information. Our model predicts that transparency reduces the individual bargaining power of workers, leading to lower average wages. A key insight is that employers credibly refuse to pay high wages to any one worker to avoid costly renegotiations with others. When workers have low individual bargaining power, pay transparency has a muted effect. We test our model with an event‐study analysis of U.S. state‐level laws protecting the right of private sector workers to communicate salary information with their coworkers. Consistent with our theoretical predictions, transparency laws empirically lead wages to decline by approximately 2%, and wage declines are smallest in magnitude when workers have low individual bargaining power.

How Does Wage Inequality Affect the Labor Movement?

Quarterly Journal of Economics 2026
This paper provides evidence on how wage inequality among workers affects the labor movement using three complementary research designs: a vignette experiment with union organizers, a natural policy experiment that increased wage inequality among Wisconsin school teachers, and an information intervention during the 2023 Writers Guild of America strike. Across all studies, we find that inequality undermines union strength through multiple channels. First, workers with high individual bargaining power are more likely to withdraw support in unequal environments, preferring individual over collective bargaining. Second, union organizers facing hypothetical choices strategically respond to inequality in ways that may preserve membership but limit redistribution, such as shifting their campaign away from wages and choosing smaller, more homogeneous bargaining units.

When Should Public Programs Be Privately Administered? Theory and Evidence from the Paycheck Protection Program

The Review of Economics and Statistics 2025
When should private companies allocate public resources? In our model, delegation is attractive when delay is costly, the impact of funds is similar across firms, and government and private objectives are aligned. We use novel firm-level survey data to measure heterogeneity in the impact of the Paycheck Protection Program and to assess whether banks targeted loans to high-impact firms. Banks did target loans to their most valuable pre-existing customers. However, we find that treatment effect heterogeneity is moderate, suggesting that delegation was likely superior from the government’s perspective to delaying loans to improve targeting.