Perceptions of Race in the Labor Market
joint with Pedro C. Sant’Anna and Aiko Schmeisser
Latest Draft (March 2026)Empirical studies of racial wage disparities typically rely on self-reported race and treat racial categories as fixed. This paper shows that racial classification in the labor market is produced by social perception, and that modeling this perception process is essential for measuring wage gaps. We combine two large-scale administrative data sets to construct three racial identity measures for 330,000 workers in Brazil between 2003 and 2015: employer classification, self-identification, and an algorithmic skin-tone measure extracted from photographs. In over 20 percent of cases, self-identified and employer-ascribed race do not match, and employers disagree in their classification of the same worker. To quantify how race is constructed, we estimate a "race function" describing how employers map phenotypic cues, self-identification, local context, education, and employment histories into racial categories, showing that productivity-relevant factors shape perceptions. Holding skin tone constant, university graduates are 10 percentage points more likely to be perceived as White. Education whitens even conditional on self-declared race and within firm-by-occupation cells. Measured wage disparities differ depending on whether race is self-reported, employer-ascribed, or skin-tone based, and accounting for racial perceptions substantially changes estimated wage gaps. We show that conventional approaches overstate the role of productivity differences in explaining racial wage gaps.
Newcomers and Gatekeepers: Migrants’ Attitudes toward Immigration
joint with Jonathan Pardo
Draft coming soon!
Immigrant voters increasingly support parties advocating restrictive immigration policies. This paper examines whether incumbent immigrants become political gatekeepers by tracing how immigrants’ attitudes toward immigration evolve over time and respond to new inflows. We combine eleven waves of the European Social Survey (2002-2024) with annual regional migration data for 137 subnational regions in 15 European countries and identify effects using a leave-out shift-share instrument within a triple-difference design. Immigrants arrive with strongly pro-immigration views, but support declines with time spent in the destination country; the native-immigrant attitude gap narrows by roughly half within two decades. Exposure to newcomers contributes to this convergence. A one-standard-deviation increase in the local immigrant share reduces pro-immigration attitudes among both immigrants and natives, with effects nearly 40 percent larger for first-generation immigrants. The relative backlash is broad-based across economic and cultural dimensions and concentrated among highly educated immigrants responding to low-skill inflows.
Identity Under Scrutiny: Media Attention and Rule Compliance
joint with Giorgio Gulino and Federico Masera
Accepted at the Review of Economics and Statistics
Latest Draft (October 2025), IZA DP No. 17888How does media coverage of minorities affect their rule compliance? Using data from 800,000 random audits at supermarket self-checkouts in Italy, we show that heightened refugee media coverage reduces under-reporting of items among shoppers born in major refugee-source countries, but not other migrants or natives. The effect is concentrated in the seven days following media exposure and is strongest when coverage is negative or highlights criminality. Results are not driven by changes in customer composition or perceived audit risk. Instead, our findings suggest that public scrutiny prompts minorities to counter negative stereotypes by increasing their compliance.
Threat and Assimilation: Evidence from Refugees in Germany
joint with with Philipp Jaschke and Marco Tabellini
Conditionally accepted at the Economic Journal
Latest Draft (September 2025), NBER WP 30381
This paper studies the effects of local threat on the cultural assimilation and economic integration of refugees, exploiting plausibly exogenous variation in their allocation across German regions between 2013 and 2016. We use representative survey data and administrative records to measure cultural preferences as well as employment, earnings and job characteristics of refugees and German residents, and construct a threat index that integrates contemporaneous and historical variables on xenophobia at the local level. We document that refugees assigned to more hostile regions converge to Germans' stated preferences more rapidly, but do not find a job more quickly and experience slower earnings growth. We provide evidence that, by heightening threat perceptions, local hostility prompts refugees to adopt German culture more quickly. However, higher discrimination in these regions slows down refugees' successful integration.
Right-wing Protest and Hate Crimes
joint with Annalí Casanueva Artís
Latest Draft (March 2026), IZA DP No. 17763This paper examines the impact of extremist mobilization on anti-minority violence across 10,000 German municipalities between 2015 and 2019. Exploiting variation in weather conditions on scheduled protest days, we show that right-wing rallies held in pleasant weather attract larger crowds and increase the probability of hate crimes by 12 percentage points. Locally, these protests generate media attention, provoke counter-mobilization, and trigger a rise in hate crimes unrelated to the protest itself, committed in subsequent days by recidivist lone-actor extremists. Beyond protest locations, newspaper coverage and social media networks transmit violence to other municipalities.
Late Adoption and the Diffusion of Protest: Evidence from Black Lives Matter
joint with Annalí Casanueva Artís, Vladimir Avetian and Kritika Saxena
Latest Draft (September 2025), IZA DP No. 15812
This paper studies how late adoption of social media influences political mobilization across space. We focus on the diffusion of the Black Lives Matter (BLM) movement in 2020 and exploit a preceding surge in Twitter adoption to examine whether these new users spurred protest activity in U.S. counties without prior BLM protest. For identification, we construct a push-pull instrument that combines historical Twitter networks with quasi-random shocks to late adoption. Our results show that a 1% increase in new users raised the probability of protest by 0.4 percentage points and BLM-related tweeting by 0.8%. Survey evidence suggests that persuasion played a central role in spreading BLM support to new locations.
We propose a novel perspective on migration and cultural change by asking both theoretically and empirically – and from a global viewpoint – whether migration is a source of cultural convergence or divergence between home and host countries. Our theoretical model derives distinctive testable predictions as to the sign and direction of convergence for various compositional and cultural diffusion mechanisms. We use the World Value Survey for 1981-2014 to build time-varying measures of cultural similarity for a large number of country pairs and exploit within country-pair variation over time. Our results support migration-based cultural convergence, with cultural remittances as its main driver. In other words and in contrast to the populist narrative, we find that while immigrants do act as vectors of cultural diffusion, this is mostly to export the host country culture back home.
In-Utero Exposure to Violence and Child Health in Iraq
Journal of Population Economics, March 2024, 37(40)VoxDev ColumnThis paper examines the impact of exposure to violence during pregnancy on anthropometric and cognitive outcomes of children in the medium-run. I combine detailed household-level data on more than 36,000 children with geo-coded information on civilian casualties in the aftermath of the US invasion of Iraq between 2003 and 2009 and exploit within mother differences in prenatal exposure to violence. I find that one violent incident during pregnancy decreases height and weight for age scores by 0.13 standard deviations and lowers cognitive and behavioral skills of children. Leveraging information on the severity, type and perpetrator of violence, I isolate the effect of stress from access to prenatal care. The analysis reveals that stressful events, particularly those involving direct threats to personal safety (violence directed at the civilian population and involving execution and torture), exert an even larger negative impact on child health than those incidents that disrupt health infrastructure and access to prenatal care.
Chinese Aid in Africa: Attitudes and Conflict
joint with Alexandra JarotschkinEuropean Journal of Political Economy, January 2024, 81(1)This paper investigates the impact of Chinese aid projects on conflict and attitudes towards China for 820 African districts between 2000 and 2012. We use detailed, geo-coded information on aid sectors, types of conflict as well as survey data on attitudes towards China and leverage two instrumental variable strategies to argue for a causal link. Our findings align with previous studies, showing that the presence of aid projects increases conflict, specifically civilian riots, in Western, Eastern, and Southern African districts. However, we discover that conflict is driven by pure financial flows in the form of budget support, i.e. aid projects without physical Chinese presence. We also find that exposure to Chinese aid in the past does not negatively impact attitudes towards China. We take this as evidence for conflict as a result of competition for resources rather than a specific animosity towards China.
An Introduction to the Economics of Immigration in OECD Countries
joint with Anthony Edo, Lionel Ragot, Hillel Rapoport, Andreas Steinmayr and Arthur SweetmanCanadian Journal of Economics, November 2020, 53(4)The share of the foreign-born in OECD countries is increasing, and this article summarizes economics research on the effects of immigration in those nations. Four broad topics are addressed: labor market issues, fiscal questions, the political economy of immigration, and productivity/international trade. Extreme concerns about deleterious labour market and fiscal impacts following from new immigrants are not found to be warranted. However, it is also clear that government policies and practices regarding the selection and integration of new migrants affect labour market, fiscal and social/cultural outcomes. Policies that are well informed, well crafted, and well executed beneficially improve population welfare.