Research

Working Papers

The Gender Diversity Gap in Mathematics (Master’s in Economics Thesis)
with Dante Contreras
Under Review

We study gender gaps in mathematics performance and confidence for cisgender, transgender, and non-binary 10th graders in Chile using linked administrative and survey data. Relative to cisgender men, we find test score gaps and confidence gaps for cisgender women and most gender-minority students. These score gaps are distribution-dependent: they widen at the upper tail for students assigned female at birth, while for transgender women, the gap is concentrated in the lower tail and vanishes among top performers. Transgender and non-binary students report markedly higher rates of discrimination and aggression. While these adverse experiences explain only a modest portion of the score gaps, they account for a substantial share, up to one-third, of the math confidence gap, operating primarily through differences in exposure rather than differential returns. Finally, we find that school context matters: schools with a formal religious curriculum exhibit larger achievement gaps, especially for gender-minority students.

Work in Progress

College Major Choice and Gender Diversity Gaps

This paper provides novel evidence on the college major choices of transgender and non-binary students. Using Chilean administrative data linking 10th-grade gender identity reports to centralized college applications, we estimate a random utility model of major choice. This model recovers heterogeneous preferences across cisgender, transgender, and non-binary students. A counterfactual analysis, based on the estimated structural parameters, quantifies the role of these preference differences.

Research Experience

Pre-Doctoral Fellow - Columbia University

Principal Investigators: Noémie Pinardon-Touati and Sebastián Otero

Noémie Pinardon-Touati (Columbia), Kim Fe Cramer (LSE) and Lucie Gadenne (QMUL)
Catch-up Growth, Firm Scale, and the Energy Intensity of Production
Noémie Pinardon-Touati (Columbia), Kathryn McDonald (Columbia), and Conor Walsh (Columbia)
Who, How, and Where: Unpacking the Impacts of Affirmative Action
Sebastián Otero (Columbia), Nano Barahona (UC Berkeley), Tomás Larroucau (ASU), Jorge Rodríguez (UAndes), and Andrés Barrios (UAndes)
Reducing Frictions in School Choice: The Effect of AI and Digital Interventions
Sebastián Otero (Columbia), Christopher Neilson (Yale), Claudia Allende (Stanford)

Research Assistant - Universidad de Chile

Principal Investigators: Damian Clarke and Fabián Duarte

Applied Microeconometrics. MIT Press (Due out, 2026).
Damian Clarke (UChile, U of Exeter)
Damian Clarke (UChile, U of Exeter), Nicolás Lillo Bustos, and Kathya Tapia Schythe (UC Davis)
Damian Clarke (UChile, U of Exeter)
Oxford Research Encyclopedia of Economics and Finance. 2024.
Fabián Duarte (UChile), and Álvaro Jiménez-Molina (U Diego Portales)
Social Science and Medicine. 340 (2024): 116392.

Research Intern - Centre for Social Conflict and Cohesion Studies (COES)

Centro de Estudios de Conflicto y Cohesión Social (COES). Estudio Longitudinal Social de Chile (ELSOC)

Research Intern - National Service for Consumer Protection (SERNAC)

Servicio Nacional del Consumidor (SERNAC), Subdrección de Consumo Financiero, Coordinación de Economía del Comportamiento.