Research

Published, Forthcoming, and Conditionally Accepted Papers

Quarterly Journal of Economics, Vol. 139 Issue 4 (November 2024)

In the press: Washington Post Op-Ed


American Economic Journal: Economic Policy (Conditionally Accepted)


 Economic Journal (Conditionally accepted, contingent on data editor review)

In the press: Vox The Weeds (starts at 39:00), Liberation, Bustle, USC News, Mirage News


Quarterly Journal of Economics, Vol. 139 Issue 2 (May 2024)

In the press: Financial Times, Economist, Irish Times, Minneapolis Federal Reserve


Journal of Labor Economics, Vol. 43 Number 4 (October 2025)

In the press: The Guardian


Journal of Labor Economics, Vol. 40 Number 4 (October 2022)

In the press: Sky News, El Pais, Vox The Weeds (starts at 39:00), Liberation, Bustle, USC News, Mirage News, de Correspondent


Review of Economic Studies, Vol. 87 Issue 6 (November 2020)

In the press: World Bank


Review of Economic Dynamics: Vol. 25 (April 2017)


World Bank Economic Review: Vol. 30 No. 3 (October 2016)

This article appeared as part of the United Nation's Roadmap for Promoting Women's Economic Empowerment


Working Papers

In the press: Fortune, Bloomberg, Apple, Jezebel, MSNBC Morning Joe, MSNBC, Economist, Forbes, and more

Amidst rising political polarization, firms engage more frequently with political issues through public statements and policies. This paper examines how firms' stances on polarizing issues impact worker sorting, leveraging announcements from hundreds of employers following the Supreme Court's ruling in Dobbs v. Jackson overturning federal abortion rights. We introduce a new methodology to uncover labor market competitors for each announcing firm based on job seekers' revealed preferences. While announcing firms received more applications from job seekers, particularly in Democratic-leaning states and female-dominated jobs where abortion was outlawed, employee satisfaction declined, particularly among male-dominated jobs. Smaller companies with less-established reputations experienced the largest effects. A firm's political reputation thus impacts its ability to hire and retain workers. When deciding whether to engage in sociopolitical speech, firms face a complicated trade-off: attract culturally-aligned workers at the expense of alienating current ones.


In the press: Financial Times, Weekendavisen

While romantic relationships between coworkers are common, intimate relationships between managers and subordinates have increasingly come under scrutiny. This article uses administrative data covering the universe of cohabiting couples in Finland to explore the career implications of dating and breaking up with a manager and the spillovers of these relationships on the broader workforce. Using an event study design, we find that starting a relationship with a manager leads to a 7% increase in earnings. When a manager and subordinate break up, the subordinate's earnings abruptly fall by 18%. Last, we examine the spillovers of these relationships on the broader workforce. We document a 6 percentage point decrease in retention of other workers from these relationships, with larger effects for smaller establishments and establishments where the subordinate had larger earnings gains. We conclude that these relationships impose negative externalities on colleagues, including but not limited to exit from the firm.


We estimate the economic impacts of rape using Finnish administrative data. Victims experience a 19% decline in employment, a 26% drop in earnings, and a 13% increase in antidepressant usage compared to otherwise observationally identical women five years post-assault. Rape also causes significant spillover effects to victims' social networks: female schoolmates suffer worsened mental health after a peer is assaulted, and parents experience significant employment declines. We find that higher clearance rates for rape cases mitigate the impact on victims, indicating potential for positive policy interventions.



Does graduating into a recession increase or decrease the transmission of inequality across generations? This paper examines this question through two innovations. First, given most people from low-income backgrounds do not attend university, we examine all education groups. We find large and persistent negative impacts of graduating into a recession for university graduates. In contrast, we only find short-run negative impacts for secondary and advanced-vocational graduates. Second, we examine the role of parental income and find little evidence wealthier parents mitigate these income losses for their graduating children; small significant differences by parental background only appear for secondary graduates. Together, these results suggest that bad economic conditions at graduation do not increase the persistence of incomes between parents and children. To understand these results, we write a simple model of differential human capital accumulation on-the-job, building on Deming and Noray (2020). We take the model to the data and show it is consistent with our main empirical results.


Judges in United States immigration courts exhibit extreme variability in their decisions, with a 20 percentage point gap in grant rates between the least and most lenient judges within a court on average from 2009 to 2015. We show that this variability has an important unintended consequence: Asylum seekers quasi-randomly assigned to less lenient immigration judges are more likely to be absent for their immigration hearings. Our estimates of the absentia response combined with the existing literature estimating the impact of illegal status on immigrant outcomes suggest that the variation in judicial behavior in U.S. immigration courts could lead to just over 11 million dollars in lost earnings for migrants and 144 extra crimes committed yearly.


In the press: The Weeds (starts at 38:28), Kellogg Insights


To produce output for a firm, coworkers often interact. This paper examines the possibility that as a by-product of these interactions, there are learning spillovers: coworkers learn general skills from each other that increase future productivity. In the first part of the paper, I show that learning spillovers imply externalities in the return to human capital, which firms may not internalize when there is asymmetric information. As a result, individuals may inefficiently invest in their own education. Next, I show that learning spillovers are empirically relevant. Using matched administrative data from Sweden and a combination of fixed effects and controls to address bias from worker sorting and firm heterogeneity, I find that increasing the average education of a given worker's coworkers by 10 percentage points increases that worker's wages in the following year by 0.3%, which is significant at the 1% level. The effect is persistent, decreases with age, and is higher for workers in occupations where they interact more regularly with their coworkers. 

In the press: LSE Business Review


Most criminal justice systems use a "ladder of punishments" that starts with less severe punishments and progress to more severe punishments according to crime severity and criminal history. Using random assignment to judges, we estimate causal impacts of three common punishments on the ladder-fines, probation, and prison-on defendants' criminal and labor market outcomes. We find that fines increase recidivism. However, this increase is concentrated among those committing less severe crimes. Probation decreases recidivism for those committing less severe crimes and first offenders. Neither fines nor probation affect earnings. Prison has a mixed impact, decreasing future charges but also decreasing earnings.