Between 1949 and 1980, every U.S. state mandated public schools to provide educational services for disabled students—one of the largest education reforms in U.S. history—but little is known about the impacts of this. This paper estimates the mandates' effects by compiling survey and administrative datasets and using variation in the mandates' timing. The mandates sharply increased the services received by disabled students and preschool enrollments. In adulthood, disabled individuals affected by the mandates attained an additional 0.23 years of education, were 2.9 percentage points more likely to have work experience, and were less likely to receive Social Security benefits for those unable to work. Although a concern about this policy is that redirecting resources might be zero-sum, education and employment also increased for non-disabled individuals. The size of these effects aligns with evidence that the mandates increased spending per student by up to 15%. Families also changed: the mandates increased employment of mothers of disabled children and the probability that disabled individuals headed their own households in adulthood. Over the long term, the mandates pay for themselves by generating government revenues in excess of their cost. This paper highlights the large, broad-based benefits of expanding education for disabled students.
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Working papers & works in progress
Employer Preferences and Student Beliefs in the Post-College Job Search Process: Experimental Evidence (2025)
Beliefs about what employers want may affect job seekers' labor market outcomes. Partnering with a large, mid-tier public university in the Southeastern U.S., we conduct incentivized, pre-registered experiments on both employers and job-seeking students to examine: (1) how employers evaluate candidate characteristics, (2) whether (and which) students accurately understand employer preferences, and (3) how those student beliefs relate to their job search outcomes. We find that employers value GPA and previous work experience, and we add novel systematic evidence that employers rely on information about extracurricular activities, primarily to judge candidates' non-cognitive skills. Students, however, generally misunderstand employer preferences, generally overestimating the role of professional internships and academics, and underestimating the role of extracurriculars and the number of work experiences. This miscalibration is particularly pronounced among disadvantaged students, including first-generation college students and nonwhite students. Incorrect beliefs are linked to fewer interviews and lower wage offers. Leveraging innovative methodological approaches, our findings establish new evidence on the extent, heterogeneity, and implications of information quality among job seekers, and inform current discourse on higher education and economic mobility.
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Triple Difference Designs with Heterogeneous Treatment Effects (2025)
Triple difference designs have become increasingly popular in empirical economics. The advantage of a triple difference design is that, within treatment group, it allows for another subgroup of the population -- potentially less impacted by the treatment -- to serve as a control for the subgroup of interest. While literature on difference-in-differences has discussed heterogeneity in treatment effects between treated and control groups or over time, little attention has been given to the implications of heterogeneity in treatment effects between subgroups. In this paper, I show that interpretation of the usual triple difference parameter of interest, the difference in average treatment effects on the treated between subgroups, may be affected by this kind of heterogeneity. I propose a new parameter of interest, the causal difference in average treatment effects on the treated, which makes causal comparisons between subgroups. I discuss assumptions for identification and derive the semiparametric efficiency bounds for this parameter. I then propose doubly-robust, efficient estimators for this parameter. I use a simulation study to highlight the desirable finite-sample properties of these estimators, as well as to show the difference between this parameter and the usual triple difference parameter of interest. An empirical application shows the importance of considering treatment effect heterogeneity in practical applications.
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Switching Strategies? Peer Impacts of Moving Disabled Students to General Education Classrooms (2025)
This paper investigates the impact of mainstreaming special education students into general education classrooms, a practice which may reduce costs per student but which some fear can cause negative spillovers for classroom peers. This paper investigates the role of peers' reactions to mainstreaming and how these matter for inferring effects on other student outcomes such as attendance, socioemotional well-being, and academic performance. Our analysis uses Danish administrative data which allows us to map students to classrooms and follow them over time. Using a difference-in-difference design, we show that the arrival of a mainstreamed student induces school switching among peers, with increases of 11% in the probability of switching schools in a given year. These students tend to switch into private schools and schools where peers have a high socioeconomic background. We show that, when estimating impacts on students' outcomes, the bias generated by not accounting for this switching may be large. Our results suggest that mainstreaming disabled students can have large, potentially unintended, general equilibrium effects due to other students' reactions.
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2024 APPAM Research Conference
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Women, Men, and Polya Urns. Underrepresentation at Equal Talent in the Absence of Discrimination (2025)
Laura Caron, Alessandra Casella, and Victoria Mooers
In a world where the majority and the minority group have equal distributions of talent, where candidates are objectively and accurately evaluated, and no discrimination occurs, the underrepresentation of the minority group in prestigious positions is nonetheless highly sticky. If the sample of candidates from the minority group is numerically smaller, at equal distribution of talent, the most qualified candidate is more likely to belong to the majority sample, mirroring its larger numerical size. If future samples of candidates respond to the realized selection in the expected direction—increasing if the selection came from the sample, decreasing or increasing less if it did not—the higher probability of success in the majority sample will persist. We capture this process with a well-known statistical model: the Polya urn. The richness of existing results and the streamlined model allow us to study and compare different policy interventions. Two robust results are that temporary affirmative action interventions have long-term equalizing effects, and that any decline in the quality of selected candidates is self-correcting, even while the intervention lasts. A simple app (https://caron.shinyapps.io/Women-Men-Polya-Urns/) allows readers to run their own experiments.
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Households in Transit: COVID-19 and the Changing Measurement of Welfare (2022)
The COVID-19 pandemic placed new constraints and prices on commuting to work around the world. However, traditional methods of measuring household welfare (and, accordingly, poverty and inequality) based on expenditures or consumption have not taken into consider the implications of these changes. We propose a new method to impute transportation cost equivalents for household consumption or expenditure aggregates. First, we outline the theory showing significant mis-measurement of welfare for households who are able to shift into remote work during the pandemic. We show that taking transportation costs into account has important implications for evaluating the impacts of the pandemic.
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5th IZA Labor Statistics Workshop: The Measurement of Incomes, Living Costs and Standards of Living, July 2022.
Korean Development Institute (KDI) School Impact Evaluation Conference, August 2022.
Refugees and internally displaced persons (IDPs) often struggle to integrate the labor market. This literature review brings together two strands of research to inform the design of successful job interventions in this context: the evidence on how forced displacement impacts those forcibly displaced in their economic lives and the existing knowledge on jobs interventions for refugees and IDPs.
Digital financial services (DFSs) may lower certain costs of accessing finance, but they bring new costs, including difficulties accessing mobile networks. Mobile phone towers are more unequally distributed than traditional banks, though mobile phone use is near universal. The results suggest that old inequalities may constrain the promise of new digital technologies.
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Better than Cash Alliance, June 2022.
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Migration and Mental Health in Mexico: Domestic Migrants, Return U.S. Migrants, and Non-Migrants (2020)
We use survey data collected in 2017 to examine self-reports of depression, anxiety, chronic fatigue, and pain among domestic migrants, returned U.S. migrants, and non-migrants. Compared to domestic migrants, U.S. migrants are positively selected but these characteristics are not protective for them.
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Disability, employment and wages: evidence from Indonesia (2020)
This paper quantifies the labor market outcomes of people with disabilities (PwD) in Indonesia and compares them to people without disabilities. It distinguishes between medically-diagnosed disabilities and lived-experience disabilities to understand differences in access to diagnosis. This paper finds compelling evidence that, where a wage penalty exists, a substantial part is unexplained by observable characteristics.
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Georgetown University Undergraduate Research Colloquium, April 2019.
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Contributions to policy & institutional reports
World Development Report 2023: Migrants, Refugees, and Societies (2023)
World Development Report 2023 proposes an integrated framework to maximize the development impacts of cross-border movements on both destination and origin countries and on migrants and refugees themselves. The framework it offers, drawn from labor economics and international law, rests on a “match and motive” matrix that focuses on two factors: how closely migrants’ skills and attributes match the needs of destination countries and what motives underlie their movements. This approach enables policy makers to distinguish between different types of movements and to design migration policies for each. International cooperation will be critical to the effective management of migration.
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Inequality in Southern Africa : An Assessment of the Southern African Customs Union (2022)
Victor Sulla, Precious Zikhali, and Pablo Facundo Cuevas
The Southern African Customs Union (SACU) is the most unequal region in the world. While there has been some progress in recent years, inequality has remained almost stagnant in the most unequal countries. Using an innovative framework, this report provides a systematic and comprehensive analysis of inequality in the region.
Despite decades marked by progress, deep underlying challenges remain in Namibia, undermining the prospects for further advancement. Namibia has been in recession since 2016 and public finances have continued to deteriorate.
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The Middle Class in the Philippines: An Exploration of the Conditions for Upward Mobility (2020)
A decade of rapid economic growth has supported upward mobility and the expansion of the middle class in the Philippines. While the Philippines’ record of economic growth has been sound, many East Asian countries have performed better, resulting in higher levels of economic mobility and more rapid middle-class expansion.
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Towards Safer and More Productive Migration for South Asia (2020)
International migration for temporary employment is a critical component of South Asia’s development path, from both the jobs and remittance flows perspectives. This report focuses on Bangladesh, Nepal, and Pakistan - three countries in the region sharing similar characteristics, opportunities, and challenges.
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Eswatini - Economic Recovery Development Policy Loan Project (2020)
This program document presents a first US40 million dollars Economic Recovery Development Policy Loan to the Kingdom of Eswatini. The Poverty and Social Impact Analysis of this operation (Annex 4) confirms that most reforms supported by this operation will benefit the poor and vulnerable.
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Blog posts & commentary
Digital banking is the in-thing – but it excludes many users in Tanzania and Senegal (2022)
Some countries measure well-being, including inequalities in well-being, by consumption. But when people no longer travel to work or eat in restaurants because of COVID, the assumed relationship between spending and well-being – already loose, because of the poverty penalty – breaks down.
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The Pandemic Drove Savings Rates Sky-High. They Still Haven’t Fallen to Earth. (2021)
As economies have reopened following the Covid-19 lockdowns, spending has increased sharply in many Western economies. Some believe we are seeing the release of “pent up” demand as households spend savings built up earlier in the pandemic. But new evidence gives reason to doubt this hypothesis.
The COVID-19 pandemic opens up new questions for the inclusion of people with disabilities, at work and in crisis response and recovery. My recently published journal paper highlights the experiences of people with various types of disabilities in the workplace, as well as the importance of access to healthcare.
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China, India lead in Asia but new growth sources will shake up the global economy (2020)
The latest World Economic Outlook projects China and India to grow as economic forces, with China’s economy becoming larger than the rest of the G7 combined by 2025. Big shifts among smaller economies are also expected as Vietnam, Bangladesh and Ethiopia emerge as new drivers of global growth and investment.
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Immigrants are still sending lots of money home despite the coronavirus job losses – for now (2020)
Remittances to countries like Mexico, Pakistan and Vietnam are keeping pace with 2019's record levels or in some cases rising, despite spring forecasts of a 20% decline.
Many rural and peri-urban smallholder farmers and agribusinesses struggle to access financial institutions, especially in Sub-Saharan Africa. Only 23% of adults in Sub-Saharan Africa were able to save in order to start, operate, or expand a farm or other business, and only 30% of adults living in rural areas had any financial account.
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Leveraging Digital Presence for Consumer Relationships (2019)
In June 2018, co-founding investors and endorsers became signatories to the 10 Guidelines for “Investing in Responsible Digital Financial Services”. These Investor Guidelines directly respond to the increased opportunities and evolving risks emerging in digital financial services, and they range from fostering a proportionate legal and regulatory framework to preventing over-indebtedness, as well as managing risks.
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Fintechs and Big Data: Opportunities, Risks, and Approaches to Consumer Data Protection in Kenya and East Africa (2019)
It is nearly impossible to hear about digital financial services (DFS) without also hearing about big data. These kind of datasets have many applications in DFS, and at least 24 African fintechs use data analytics as a key part of their services.
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History work
The Heyden Observatory at Georgetown University (2018)
Laura Caron
, American Astronomical Society Historical Astronomy Division Newsletter
The Heyden Observatory, formerly the Georgetown College Observatory, built in 1843, still stands above the campus of Georgetown University in Washington, DC.
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The Experience of Father Angelo Secchi in the USA (2018)
Emanuela Del Gado and Laura Caron
, Science, Territory, and Civil Protection Conference, Istitutio Superiore Antincendi
Founded in 1841 as part of a nascent worldwide network of Jesuit-run astronomical observatories, the Georgetown College Observatory of Georgetown University in Washington, D.C. has been home to more than 125 years of astronomical research, from Father Curley’s calculations of the latitude and longitude of D.C. to Father McNally’s award-winning solar eclipse photography.