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Using a US nationally representative sample and a double list experiment designed to elicit views free from social desirability bias, we find that anti-transgender labor market attitudes are significantly underreported. After correcting for…

General Economics · Economics 2022-09-07 Billur Aksoy , Christopher S. Carpenter , Dario Sansone

Survey researchers face the problem of sensitivity bias: since people are reluctant to reveal socially undesirable or otherwise risky traits, aggregate estimates of these traits will be biased. List experiments offer a solution by…

Methodology · Statistics 2024-09-27 Sophia Hatz , David Randahl

Purpose. This paper examines the extent to which job satisfaction, requests for accommodations, and the likelihood of a request being granted vary by disability status. We further analyze whether being granted workplace accommodations…

General Economics · Economics 2026-02-25 Yana Rodgers , Lisa Schur , Flora Hammond , Renee Edwards , Jennifer Cohen , Douglas Kruse

Large language models (LLMs) have been shown to exhibit biases against LGBTQ+ populations. While safety training may lessen explicit expressions of bias, previous work has shown that implicit stereotype-driven associations often persist. In…

This study examines opinion instability among individuals from different ethnic groups (White, Latino, and Asian Americans) by analyzing measurement errors in survey measures. Using a multi-wave panel dataset of college students and…

Applications · Statistics 2024-06-10 Bang Quan Zheng

This paper presents quasi-experimental research examining the effect of both local and state anti-discrimination laws on sexual orientation on the labor supply and wages of lesbian, gay, and bisexual (LGB) workers. To do so, we use the…

General Economics · Economics 2025-11-21 Scott Delhommer , Domonkos F. Vamossy

We develop tools for utilizing correspondence experiments to detect illegal discrimination by individual employers. Employers violate US employment law if their propensity to contact applicants depends on protected characteristics such as…

Econometrics · Economics 2019-07-19 Patrick Kline , Christopher Walters

Extensive research shows that consumers are generally averse to price discrimination. However, instruments of differential pricing can benefit consumer surplus and alleviate inequity through targeted price discounts. This paper examines how…

General Economics · Economics 2024-04-05 Alexander Erlei , Mattheus Brenig , Nils Engelbrecht

Studies in bias and fairness in natural language processing have primarily examined social biases within a single language and/or across few attributes (e.g. gender, race). However, biases can manifest differently across various languages…

Computation and Language · Computer Science 2023-05-22 Sharon Levy , Neha Anna John , Ling Liu , Yogarshi Vyas , Jie Ma , Yoshinari Fujinuma , Miguel Ballesteros , Vittorio Castelli , Dan Roth

Gender discrimination in the hiring process is one significant factor contributing to labor market disparities. However, there is little evidence on the extent to which gender bias by hiring managers is responsible for these disparities. In…

General Economics · Economics 2023-08-24 Anuar Assamidanov

Background: Many workers with disabilities face negative stereotypical attitudes, pay gaps, and a lack of respect in the workplace, contributing to substantially lower job satisfaction compared to people without disabilities. Work from home…

General Economics · Economics 2026-02-23 Yana Rodgers , Lisa Schur , Flora Hammond , Renee Edwards , Jennifer Cohen , Douglas Kruse

Tests for racial bias commonly assess whether two people of different races are treated differently. A fundamental challenge is that, because two people may differ in many ways, factors besides race might explain differences in treatment.…

Applications · Statistics 2024-09-18 Nora Gera , Emma Pierson

Recently, there has been an increase in efforts to understand how large language models (LLMs) propagate and amplify social biases. Several works have utilized templates for fairness evaluation, which allow researchers to quantify social…

Computation and Language · Computer Science 2022-10-11 Preethi Seshadri , Pouya Pezeshkpour , Sameer Singh

Organizations cannot address demographic disparities that they cannot see. Recent research on machine learning and fairness has emphasized that awareness of sensitive attributes, such as race and sex, is critical to the development of…

Computers and Society · Computer Science 2019-12-16 Miranda Bogen , Aaron Rieke , Shazeda Ahmed

The sustainability of open source software (OSS) projects hinges on contributor retention. Interpersonal challenges can inhibit a feeling of welcomeness among contributors, particularly from underrepresented groups, which impacts their…

Software Engineering · Computer Science 2024-11-05 Bianca Trinkenreich , Zixuan Feng , Rudrajit Choudhuri , Marco Gerosa , Anita Sarma , Igor Steinmacher

While systemic workplace bias is well-documented in non-computing fields, its specific impact on software engineers remains poorly understood. This study addresses that gap by applying Social Identity Theory (SIT) to investigate four…

Software Engineering · Computer Science 2026-01-30 Sayma Sultana , London Cavaletto , Bianca Trinkenreich , Amiangshu Bosu

Large language models (LLMs) are increasingly being deployed in high-stakes applications like hiring, yet their potential for unfair decision-making remains understudied in generative and retrieval settings. In this work, we examine the…

Computation and Language · Computer Science 2025-09-05 Preethi Seshadri , Hongyu Chen , Sameer Singh , Seraphina Goldfarb-Tarrant

Large Language Models (LLMs) excel in text generation and understanding, especially in simulating socio-political and economic patterns, serving as an alternative to traditional surveys. However, their global applicability remains…

Computers and Society · Computer Science 2025-01-28 Andrés Abeliuk , Vanessa Gaete , Naim Bro

This paper tests for discrimination against immigrant defendants in the criminal justice system in Chile using a decade of nationwide administrative records on pretrial detentions. Observational benchmark regressions show that immigrant…

General Economics · Economics 2022-02-23 Patricio Domínguez , Nicolás Grau , Damián Vergara

Conventionally, the construction of a pair-matched sample selects treated and control units and pairs them in a single step with a view to balancing observed covariates $\mathbf{x}$ and reducing the heterogeneity or dispersion of…

Applications · Statistics 2014-04-15 José R. Zubizarreta , Ricardo D. Paredes , Paul R. Rosenbaum
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