In Pursuit of Fairness: A Research Note on Gender Responsivity and Racial Bias in Criminal Justice Actuarial Risk Assessments.

This article examines discussions from the National Institute of Justice (NIJ) Recidivism Forecasting Challenge Winners Symposium, focusing on fairness and gender responsiveness in criminal justice risk assessments. Symposium participants highlighted the complexity of addressing racial bias, noting that removing race-related variables does not eliminate systemic bias embedded in data and that competing definitions of fairness require stakeholders to prioritize ethical tradeoffs. The article also emphasizes the need for gender-responsive risk assessments that incorporate factors unique to women, such as caregiving responsibilities and substance use, to better predict recidivism and inform programming. Overall, the findings underscore ongoing challenges in creating equitable risk assessment tools and the importance of aligning algorithmic development with nuanced understandings of race and gender in criminal justice contexts.