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- 2023
- Working Paper
Insufficiently Justified Disparate Impact: A New Criterion for Subgroup Fairness
By: Neil Menghani, Edward McFowland III and Daniel B. Neill
In this paper, we develop a new criterion, "insufficiently justified disparate impact" (IJDI), for assessing whether recommendations (binarized predictions) made by an algorithmic decision support tool are fair. Our novel, utility-based IJDI criterion evaluates false... View Details
Menghani, Neil, Edward McFowland III, and Daniel B. Neill. "Insufficiently Justified Disparate Impact: A New Criterion for Subgroup Fairness." Working Paper, June 2023.
- 2021
- Conference Presentation
An Algorithmic Framework for Fairness Elicitation
By: Christopher Jung, Michael J. Kearns, Seth Neel, Aaron Leon Roth, Logan Stapleton and Zhiwei Steven Wu
We consider settings in which the right notion of fairness is not captured by simple mathematical definitions (such as equality of error rates across groups), but might be more complex and nuanced and thus require elicitation from individual or collective stakeholders.... View Details
Jung, Christopher, Michael J. Kearns, Seth Neel, Aaron Leon Roth, Logan Stapleton, and Zhiwei Steven Wu. "An Algorithmic Framework for Fairness Elicitation." Paper presented at the 2nd Symposium on Foundations of Responsible Computing (FORC), 2021.
- December 2014
- Teaching Note
Massachusetts Pay-for-Success Contracts: Reducing Juvenile and Young Adult Recidivism
By: V. Kasturi Rangan and Sarah Appleby
Teaching Note for 514-061. View Details
- November 2013 (Revised March 2015)
- Case
Massachusetts Pay-for-Success Contracts: Reducing Juvenile and Young Adult Recidivism
By: V. Kasturi Rangan and Lisa A. Chase
The case describes the nature of juvenile recidivism in Massachusetts and explores the potential structure of a privately funded, publicly guaranteed pay-for-success contract. View Details
Keywords: Social Impact Bonds; Pay-for-success; Social Innovation; Juvenile (Prison) Recidivism; Homelessness; Bonds; Social Issues; Public Administration Industry; Massachusetts
Rangan, V. Kasturi, and Lisa A. Chase. "Massachusetts Pay-for-Success Contracts: Reducing Juvenile and Young Adult Recidivism." Harvard Business School Case 514-061, November 2013. (Revised March 2015.)
- Article
Criminal Recidivism after Prison and Electronic Monitoring
By: Rafael Di Tella and Ernesto Schargrodsky
We study criminal recidivism in Argentina by focusing on the re-arrest rates of two groups: individuals released from prison and individuals released from electronic monitoring. Detainees are randomly assigned to judges, and ideological differences across judges... View Details
Keywords: Crime; Prison; Recidivism; Behavior; Situation or Environment; Crime and Corruption; Argentina
Di Tella, Rafael, and Ernesto Schargrodsky. "Criminal Recidivism after Prison and Electronic Monitoring." Journal of Political Economy 121, no. 1 (February 2013): 28–73.