About

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Joao M. Souto-Maior
Postdoctoral Scholar
Stanford University
CV

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Welcome to my website!

I am currently a Postdoctoral Scholar (New Map of Life Fellow) at the Stanford Center on Longevity.

I am an educational data scientist who investigates how unequal educational opportunities emerge — and how they might be mitigated. My research centers on two core areas: (1) how organizational decisions contribute to or reduce inequality among students within the same institution; (2) how adult learning/training can help individuals navigate a rapidly changing labor market and advance social and economic mobility. Trained in computational social sciences, I am excited about how innovative methodological approaches can help us leverage new data sources and generate new insights. I use tools such as agent-based modeling, machine learning, and large-scale data analysis, to produce rigorous research that can inform policy and practice.

I am originally from São Paulo, Brazil. I hold a Ph.D. in Sociology of Education from the New York University (2023) and a B.A. in Economics from the University of Wisconsin-Madison (2017).

Please navigate across the pages to learn about my research; teaching; and to access selected resources.

Areas of Research

education policy
within-school inequality
adult education
career transitions

Methods

social simulation
education data science

Education

Ph.D. Sociology of Education, New York University. 2023.
B.A. Economics, University of Wisconsin-Madison. 2017.

Research

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Peer-reviewed publications

A Critical appraisal of the evidence on racial disproportionality in special education
Rachel Fish, Kenneth Shores and Joao Souto-Maior. Forthcoming. Exceptional Children.

School racial composition and the emergence of Black-White within-school inequalities: network-based foundations
Joao Souto-Maior. 2025. The Journal of Mathematical Sociology.

Differences in academic preparedness do not fully explain Black-White enrollment disparities in advanced high school coursework
Joao Souto-Maior and Ravi Shroff. 2024. Sociological Science.

Papers under review

Conceptualizing educational opportunity hoarding: the emergence of hoarding without hoarders
Joao Souto-Maior.

The correlated proxy problem: why control variables can obscure the contribution of selection processes to group-level inequality
Joao Souto-Maior, Kenneth Shores and Rachel Fish.

Teaching

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Laboratory instructor

Undergraduate basic statistics
New York University — from Spring 2019 to Spring 2021

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Teaching assistant

Introduction to US education: historical and contemporary perspectives
New York University — Fall 2022

Political economy of education: why does college cost so much?
New York University — Fall 2022

Qualitative methods in international education
New York University — Spring 2022

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Seminar leader

URS seminar: research, creative work and the public good
University of Wisconsin-Madison — 2016-17

URS seminar: research and creative work at the boundaries
University of Wisconsin-Madison — 2015-16

Resources

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PhD study

Dissertation
Essays on the dynamics of Black-White advanced course-taking inequalities

coursework
Areas of concentration: school organization; quantitative methods.

Comprehensive oral exam

Independent study: Black-White within-school achievement gaps

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Tools for interactive visualizations

A dashboard of inequality in Sao Paulo high schools

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New books network (NBN) podcast

Host of new books in education

  Website last updated on May 2025