activity
20122023
most citedMitigating Bias in Algorithmic Hiring: Evaluating Claims and Practices

799 citations · 1.6k across the 16 of their papers we have counts for

collaborators
Showing 2021Show all

6 papers · 1 filter

cs.CY2021★ 48 cited

Algorithmic Auditing and Social Justice: Lessons from the History of Audit Studies

Briana Vecchione, Solon Barocas, Karen Levy

Algorithmic audits have been embraced as tools to investigate the functioning and consequences of sociotechnical systems. Though the term is used somewhat loosely in the algorithmi…

cs.CY2021★ 104 cited

Algorithms and Decision-Making in the Public Sector

Karen Levy, Kyla Chasalow, Sarah Riley

This article surveys the use of algorithmic systems to support decision-making in the public sector. Governments adopt, procure, and use algorithmic systems to support their functi…

cs.CY2021★ 35 cited

Computer Vision and Conflicting Values: Describing People with Automated Alt Text

Margot Hanley, Solon Barocas, Karen Levy +2

Scholars have recently drawn attention to a range of controversial issues posed by the use of computer vision for automatically generating descriptions of people in images. Despite…

cs.CY2021

On Modeling Human Perceptions of Allocation Policies with Uncertain Outcomes

Hoda Heidari, Solon Barocas, Jon Kleinberg +1

Many policies allocate harms or benefits that are uncertain in nature: they produce distributions over the population in which individuals have different probabilities of incurring…

cs.HC2021★ 6 cited

Artificial intelligence in communication impacts language and social relationships

Jess Hohenstein, Dominic DiFranzo, Rene F. Kizilcec +6

Artificial intelligence (AI) is now widely used to facilitate social interaction, but its impact on social relationships and communication is not well understood. We study the soci…

cs.CY2021

Representativeness in Statistics, Politics, and Machine Learning

Kyla Chasalow, Karen Levy

Representativeness is a foundational yet slippery concept. Though familiar at first blush, it lacks a single precise meaning. Instead, meanings range from typical or characteristic…