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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…

计算机与社会 · 计算机科学 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…

综合经济学 · 经济学 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…

物理教育 · 物理学 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…

计算与语言 · 计算机科学 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…

理论经济学 · 经济学 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…

信息检索 · 计算机科学 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…

计算机与社会 · 计算机科学 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…

综合经济学 · 经济学 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…

综合经济学 · 经济学 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…

理论经济学 · 经济学 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…

社会与信息网络 · 计算机科学 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…

综合经济学 · 经济学 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…

物理教育 · 物理学 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…

计量经济学 · 经济学 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…

物理教育 · 物理学 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…

计算机与社会 · 计算机科学 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…

计算机与社会 · 计算机科学 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…

统计方法学 · 统计学 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…

物理与社会 · 物理学 2009-01-20 Andreas Flache , Tobias Stark