Working papers
A Different World: Enduring Effects of School Desegregation on Ideology and Attitudes with Ethan Kaplan and Jörg Spenkuch
In 1975, a federal court ordered the desegregation of public schools in Jefferson County, KY. In order to approximately equalize the share of minorities across schools, students were assigned to a busing schedule that depended on the first letter of their last name. We use the resulting quasi-random variation to estimate the long-run impact of attending an inner-city school on political participation and preferences among whites. Drawing on administrative voter registration records and an original survey, we find that being bused to an inner-city school significantly increases support for the Democratic Party and its candidates more than forty years later. Consistent with the idea that exposure to an inner-city environment causes a permanent change in ideological outlook, we also find evidence that bused individuals are much less likely to believe in a "just world" (i.e., that success is earned rather than attributable to luck) and, more tentatively, that they become more supportive of some forms of redistribution. Taken together, our findings point to a poverty-centered version of the contact hypothesis, whereby witnessing economic deprivation durably sensitizes individuals to issues of inequality and fairness.
Police Work and Political Identity with Felipe Goncalves, Reject & Resubmit at American Economic Review
The preferences of bureaucrats are a central determinant of how governments operate, yet little is known about how these preferences are formed and the relative importance of selection versus the treatment effect of government work. This paper studies these questions in the context of policing and asks how working as a police officer impacts political preferences. We link civil service exam records to data on voting and campaign contributions to test whether becoming a police officer affects political identity. Using difference-in-differences and regression discontinuity designs, we find that joining a police force increases Republican party affiliation, contributions to Republican campaigns, and voter turnout. The treatment effect of work can explain around 40% of the difference in party affiliation between police and the general population. We then show that political affiliation relates to on-the-job behavior: Republican officers make more arrests and use more force than comparable non-Republican officers. Finally, we revisit a canonical model of bureaucratic motivation and show that a treatment effect of work on preferences can alter the government's optimal choice of selection into the profession. Our findings show how the experience of government work is central to bureaucratic preferences, and they highlight the constraints on worker selection and recruitment as tools to dictate the composition of the government workforce.
We show that the quality of police hires varies over the business cycle. Officers hired when the unemployment rate is high have fewer complaints, disciplines, and are less likely to be fired than officers hired when the unemployment rate is low. Effects are larger for younger workers who have weaker outside options in recessions. We find that the size and quality of the applicant pool increases in high unemployment years--more people take entry exams and a smaller fraction fail the exam. Our findings shed light on how outside options affect police hires and speak to policy questions about police recruitment.
Racial Disparities in Federal Sentencing: Evidence from Drug Mandatory Minimums, R&R at Review of Economic Studies
I study racial disparities in the criminal justice system by analyzing abnormal bunching in the distribution of crack-cocaine amounts used in federal sentencing. I compare cases sentenced before and after the Fair Sentencing Act, a 2010 law that changed the 10-year mandatory minimum threshold for crack-cocaine from 50g to 280g. First, I find that after 2010, there is a sharp increase in the fraction of cases sentenced at 280g (the point that now triggers a 10-year mandatory minimum), and that this increase is disproportionately large for black and Hispanic offenders. I then explore several possible explanations for the observed racial disparities, including racial discrimination that occurs after entry into the criminal justice system. I analyze data from multiple stages in the criminal justice system and find that the increased bunching for minority offenders is driven by prosecutorial discretion, specifically as used by about 20-30% of prosecutors. Moreover, the fraction of cases at 280g falls in 2013 when evidentiary standards become stricter. Finally, the racial disparity in the increase cannot be explained by differences in education, sex, age, criminal history, seized drug amount, or other elements of the crime, but it can be largely explained by a measure of state-level racial animus. These results shed light on the role of prosecutorial discretion and racial discrimination as causes of racial disparities in sentencing.
Recent evidence suggests the U.S. business environment is changing, with rising market concentration and markups. The most prominent and extensive evidence backs out firm-level markups from the first-order conditions for variable factors. The markup is identified as the ratio of the variable factor’s output elasticity to its cost share of revenue. Our analysis starts from this indirect approach, but we exploit a long panel of manufacturing establishments to permit output elasticities to vary to a much greater extent - relative to the existing literature - across establishments within the same industry over time. With our more detailed estimates of output elasticities, the measured increase in markups is substantially dampened, if not eliminated, for U.S. manufacturing. As supporting evidence, we relate differences in the markups’ patterns to observable changes in technology (e.g., computer investment per worker, capital intensity, diversification to non-manufacturing), and we find patterns in support of changing technology as the driver of those differences.
I estimate the effect of school desegregation on long-run economic outcomes by studying a natural experiment in Jefferson County, KY. In 1975, the district, under a court order, developed a unique busing assignment plan to merge the majority-white County district and the majority-black City district. Under this plan, students were assigned to be bused to new schools (versus stay at their home school and have new students bused in) based on their race and the first initial of their last name. Using this plausibly conditional random assignment and confidential data from the US Census Bureau, I find black students assigned busing to former County schools live in better neighborhoods (e.g. neighborhoods with higher tract-level income) at adulthood than black students assigned to remain in former City schools. This effect is strongest for students bused in earlier grades and is increasing in the total number of years a student is assigned busing. Busing assignment has small to zero effect on white students. I explore the implications of white disenrollment from the district (i.e. “white flight”) by using a novel dataset of archival yearbook records. I find the effect for white students remains small even after preliminary accounting for disenrollment. These results suggest that school desegregation in this setting had positive long-run effects for black students by giving them access to better schools (e.g. schools with more capital investment, more credentialed teachers, lower drop-out rates, etc.).
Publications
Representative Compensation and Disability Claimant Outcomes, 2024, Journal of Public Economics, with Riley Wilson
Many claimants of Social Security Disability Insurance (SSDI) retain legal representation to help with the approval process. The Social Security Administration imposes strict rules on representative compensation. Representatives are only paid if claimants are awarded disability, and they are paid the lesser of 25 percent of the claimant's past due benefits or a pre-specified maximum fee ($6,000 since 2009). Because past due benefits are a function of the number of months claimants wait to be awarded, representatives face incentives to delay case resolution until past due benefits push the representative fees past the fee ceiling. We use difference-in-differences to evaluate how these incentives impact SSDI claimant wait times. After the fee ceiling increased in 2002, average wait times increased by 0.85 months among claimants for whom the fee threshold is more binding, implying a 2.6-5.6 month increase for claimants with representatives. This indicates that the structure of representative compensation does matter for case outcomes, and highlights the importance of interactions with auxiliary agents so common in modern social programs.
Snapping Back: Food Stamp Bans and Criminal Recidivism, 2019, American Economic Journal: Economic Policy
I estimate the effect of access to Food Stamps on criminal recidivism. In 1996, a federal welfare reform imposed a lifetime ban from Food Stamps on convicted drug felons. Florida modified this ban, restricting it to drug traffickers who commit their offense on or after August 23, 1996. I exploit this sharp cutoff in a regression discontinuity design and find that the ban increases recidivism among drug traffickers. The increase is driven by financially motivated crimes, suggesting that the cut in benefits causes ex-convicts to return to crime to make up for the lost transfer income.
Rules versus Home Rule: Local Government Responses to Negative Revenue Shocks, 2019, National Tax Journal, with Daniel Shoag and Stan Veuger
Local governments rely heavily on sales tax revenue. We use national bankruptcies of big-box retail chains to study sudden plausibly exogenous decreases in this type of revenue. Treated localities respond by reducing spending on law enforcement and administrative services. We further study how cities with different degrees of autonomy vary in their response. Cities in home rule states, who have greater autonomy, react more swiftly by raising other types of revenue. A regression discontinuity analysis of cities in Illinois, where home rule status is triggered by crossing a population threshold, shows that this effect of local autonomy is causal: home rule leads to smaller revenue drops and stronger bond ratings.
Book Chapters
Opening the Black Box: Task and Skill Mix and Productivity Dispersion, Forthcoming, Technology, Productivity, and Economic Growth, with G. Jacob Blackwood, Cindy Cunningham, Matthew Dey, Lucia Foster, Cheryl Grim, John Haltiwanger, Rachel Nesbit, Sabrina Wulff Pabilonia, Jay Stewart, and Zoltan Wolf.
An important gap in most empirical studies of establishment-level productivity is the limited information about workers’ characteristics and their tasks. Skill-adjusted labor input measures have been shown to be important for aggregate productivity measurement. Moreover, the theoretical literature on differences in production technologies across businesses increasingly emphasizes the task content of production. Our ultimate objective is to open this black box of tasks and skills at the establishment-level by combining establishment-level data on occupations from the Bureau of Labor Statistics (BLS) with a restricted-access establishment-level productivity dataset created by the BLS-Census Bureau Collaborative Micro-productivity Project. We take a first step toward this objective by exploring the conceptual, specification, and measurement issues to be confronted. We provide suggestive empirical analysis of the relationship between within-industry dispersion in productivity and tasks and skills. We find that within-industry productivity dispersion is strongly positively related to within-industry task/skill dispersion.