2 papers
cs.CY2025
Bias Delayed is Bias Denied? Assessing the Effect of Reporting Delays on Disparity Assessments
Jennah Gosciak, Aparna Balagopalan, Derek Ouyang +3
Conducting disparity assessments at regular time intervals is critical for surfacing potential biases in decision-making and improving outcomes across demographic groups. Because d…
cs.LG2022
Algorithmic Fairness and Vertical Equity: Income Fairness with IRS Tax Audit Models
Emily Black, Hadi Elzayn, Alexandra Chouldechova +2
This study examines issues of algorithmic fairness in the context of systems that inform tax audit selection by the United States Internal Revenue Service (IRS). While the field of…