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Equity of educational outcome and fairness of AI with respect to race have been topics of increasing importance in education. In this work, we address both with empirical evaluations of grade prediction in higher education, an important…

Computers and Society · Computer Science 2021-05-17 Weijie Jiang , Zachary A. Pardos

Early-life environments can have long-lasting developmental effects. Interestingly, research on how school reforms affect later-life study behavior has hardly adopted this perspective. Therefore, we investigated a staggered school reform…

General Economics · Economics 2022-07-21 Jakob Schwerter , Nicolai Netz , Nicolas Hübner

In previous work we analyzed databases for 95 classes to show that the percent grade scale was correlated with a much higher student fail rate than the 4.0 grade scale. This paper builds on this work and investigates equity gaps occurring…

Physics Education · Physics 2022-06-23 Cassandra A. Paul , David J. Webb

Large Language Models (LLMs) offer the potential to automate hiring by matching job descriptions with candidate resumes, streamlining recruitment processes, and reducing operational costs. However, biases inherent in these models may lead…

Computation and Language · Computer Science 2025-03-26 Hayate Iso , Pouya Pezeshkpour , Nikita Bhutani , Estevam Hruschka

I study the relationship between diversity preferences and the choice rules implemented by institutions, with a particular focus on the affirmative action policies. I characterize the choice rules that can be rationalized by diversity…

Theoretical Economics · Economics 2023-10-24 Oguzhan Celebi

In this paper we study the effect on crowd worker efficiency and effectiveness of the dominance of one class in the data they process. We aim at understanding if there is any positive or negative bias in workers seeing many negative…

Information Retrieval · Computer Science 2016-09-09 Rehab K. Qarout , Alessandro Checco , Gianluca Demartini

We study the role of information and access in capacity-constrained selection problems with fairness concerns. We develop a statistical discrimination framework, where each applicant has multiple features and is potentially strategic. The…

Computers and Society · Computer Science 2026-03-03 Nikhil Garg , Hannah Li , Faidra Monachou

We study the health consequences of redistributing political power through the 1975 extension of the Voting Rights Act, which eliminated barriers to voting for previously disenfranchised nonwhite populations. The intervention led to broad…

General Economics · Economics 2025-12-08 Atheendar Venkataramani , Rourke O'Brien , Elizabeth Bair , Christopher Lowenstein

Elites disproportionately influence policymaking, yet little is known about their fairness and efficiency preferences -- key determinants of support for redistributive policies. We investigate these preferences in an incentivized lab…

General Economics · Economics 2026-05-08 Marcel Preuss , Germán Reyes , Jason Somerville , Joy Wu

Recently dozens of school districts and college admissions systems around the world have reformed their admission rules. As a main motivation for these reforms the policymakers cited strategic flaws of the rules: students had strong…

Theoretical Economics · Economics 2020-01-28 Somouaoga Bonkoungou , Alexander S. Nesterov

Same-race mentorship preference refers to mentors or mentees forming connections significantly influenced by a shared race. Although racial diversity in science has been well-studied and linked to favorable outcomes, the extent and effects…

Social and Information Networks · Computer Science 2024-05-07 Meijun Liu , Yi Bu , Daifeng Li , Ying Ding , Daniel E. Acuna

This paper analyzes the effects of educational tracking and the quality of track assignment decisions. We motivate our analysis using a model of optimal track assignment under uncertainty. This model generates predictions about the average…

General Economics · Economics 2025-07-01 Joppe de Ree , Matthijs Oosterveen , Dinand Webbink

The American Physical Society calls on its members to improve the diversity of physics by supporting an inclusive culture that encourages women and Black, Indigenous, and people of color to become physicists. In the current educational…

Physics Education · Physics 2021-03-15 Jayson Nissen , Ian Her Many Horses , Ben Van Dusen

Many schools in large urban districts have more applicants than seats. Centralized school assignment algorithms ration seats at over-subscribed schools using randomly assigned lottery numbers, non-lottery tie-breakers like test scores, or…

Econometrics · Economics 2021-01-05 Atila Abdulkadiroglu , Joshua D. Angrist , Yusuke Narita , Parag Pathak

Underrepresented minority (URM) students are subjected to historically rooted inequities when pursuing an education, especially in STEM disciplines with little diversity. In order to make STEM education equitable and inclusive, evidence for…

Physics Education · Physics 2021-12-14 Kyle M. Whitcomb , Chandralekha Singh

Many important decisions in societies such as school admissions, hiring, or elections are based on the selection of top-ranking individuals from a larger pool of candidates. This process is often subject to biases, which typically manifest…

Computers and Society · Computer Science 2024-07-02 Ivan Smirnov , Florian Lemmerich , Markus Strohmaier

Prior work has argued for a more justice-centered approach to postsecondary computing education by emphasizing ethics, identity, and political vision. In this experience report, we examine how postsecondary students of diverse gender and…

Computers and Society · Computer Science 2025-06-13 Anna Batra , Iris Zhou , Suh Young Choi , Chongjiu Gao , Yanbing Xiao , Sonia Fereidooni , Kevin Lin

Researchers increasingly have access to two types of data: (i) large observational datasets where treatment (e.g., class size) is not randomized but several primary outcomes (e.g., graduation rates) and secondary outcomes (e.g., test…

Methodology · Statistics 2025-05-29 Susan Athey , Raj Chetty , Guido Imbens

Previous research indicates that race, ethnicity, and gender influence legislative behavior in important ways. The bulk of this research, however, focuses on the way these characteristics shape an individual legislator's behavior, making it…

Research on friendship networks in schools suggests that heterogeneity increases homophily preferences. We argue that this may be a misleading interpretation of the coefficients of the exponential random graph models (p*) that are used to…

Physics and Society · Physics 2009-01-20 Andreas Flache , Tobias Stark