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Risk assessment instrument (RAI) datasets, particularly ProPublica's COMPAS dataset, are commonly used in algorithmic fairness papers due to benchmarking practices of comparing algorithms on datasets used in prior work.
An introduction to sample selection bias in sociological data
Richard A Berk · 1983
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Chapter 59 - measurement error in survey data
John Bound, Charles Brown, and Nancy Mathiowetz · 2001
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A jurisprudence of dangerousness
Christopher Slobogin · 2003
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A review of the validity of self-reported arrests among persons with mental illness
Annette Crisanti, Ranilo Laygo, and John Junginger · 2003
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https://www.hhs.gov/ohrp/regulations-and-policy/guidance/prisoner-research-ohrp-guidance-2003/index.html , May 2003
Prisoner involvement in research (2003) · 2003
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Statistical risk assessment: Old problems and new applications
Stephen D Gottfredson and Laura J Moriarty · 2006
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Violent offenders: Appraising and managing risk (2nd ed.)
Vernon L Quinsey, Grant T Harris, Marnie E Rice, and Catherine A Cormier · 2006
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What methods are most frequently used in research in criminology and criminal justice?
Gary Kleck, Jongyeon Tark, and Jon J Bellows · 2006
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Impression management and self-report among violent offenders
Jeremy F Mills and Daryl G Kroner · 2006
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Is the magic still there? the use of the heckman two-step correction for selection bias in criminology
Shawn Bushway, Brian D Johnson, and Lee Ann Slocum · 2007
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Pretrial risk assessment in virginia: The virginia pretrial risk assessment instrument (2009)
Marie VanNostrand and Kenneth J Rose · 2009
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Issues in bioinformatics benchmarking: the case study of multiple sequence alignment
Mohamed Radhouene Aniba, Olivier Poch, and Julie D Thompson · 2010
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Predicting recidivism amongst sexual offenders: a multi-site study of static-2002
R Karl Hanson, Leslie Helmus, and David Thornton · 2010
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An examination of two sexual recidivism risk measures in adolescent offenders: The moderating effect of offender type
Gordana Rajlic and Heather M Gretton · 2010
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The Price of Freedom: Bail and Pretrial Detention of Low Income Nonfelony Defendants in New York City
Jamie Fellner and Human Rights Watch (Organization) · 2010
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Current directions in violence risk assessment
Jennifer L Skeem and John Monahan · 2011
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Identifying the predictors of pretrial failure: A meta-analysis
Kristin Bechtel, Christopher T Lowenkamp, and Alex Holsinger · 2011
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Supervision regimes, risk, and official reactions to parolee deviance
Ryken Grattet, Jeffrey Lin, and Joan Petersilia · 2011
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New York State COMPAS-probation risk and need assessment study: Examining the recidivism scale’s effectiveness and predictive accuracy, 2012
Sharon Lansing · 2012
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Does risk assessment make a difference? Results of implementing the SAVRY in juvenile probation
Gina M Vincent, Laura S Guy, Bernice G Gershenson, and Patrick McCabe · 2012
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Risk redux: The resurgence of risk assessment in criminal sanctioning
John Monahan and Jennifer L Skeem · 2013
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Reducing courts’ failure-to-appear rate by written reminders
Brian H. Bornstein, Alan J. Tomkins, Elizabeth M. Neeley, Mitchel N. Herian, and Joseph A. Hamm · 2013
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Give us free: Addressing racial disparities in bail determinations
Cynthia E Jones · 2013
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Risk assessment instruments validated and implemented in correctional settings in the united states
Sarah L Desmarais and Jay P Singh · 2013
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Predictive validity performance indicators in violence risk assessment: a methodological primer
Jay P Singh · 2013
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New Jersey Jail Population Analysis: Identifying Opportunities to Safely and Responsibly Reduce the Jail Population
Marie VanNostrand · 2013
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Statistical Power Analysis for the Behavioral Sciences, Revised Edition
Jacob Cohen · 2013
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Learning with noisy labels
Nagarajan Natarajan, Inderjit S Dhillon, Pradeep Ravikumar, and Ambuj Tewari · 2013
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The First Civil Right: How Liberals Built Prison America
Naomi Murakawa · 2014
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The evolution of violence risk assessment
John Monahan and Jennifer L Skeem · 2014
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Courts and predictive algorithms
Angèle Christin, Alex Rosenblat, and Danah Boyd · 2015
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Risk as a proxy for race: The dangers of risk assessment
Bernard E Harcourt · 2015
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Prison abolition and grounded justice
Allegra M McLeod · 2015
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Reporting guidance for violence risk assessment predictive validity studies: the RAGEE statement
Jay P Singh, Suzanne Yang, Edward P Mulvey, and RAGEE Group · 2015
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Incarceration’s front door: The misuse of jails in america
Ram Subramanian, Ruth Delaney, Stephen Roberts, Nancy Fishman, and Peggy McGarry · 2015
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Distributionally robust logistic regression
Soroosh Shafieezadeh-Abadeh, Peyman Mohajerin Esfahani, and Daniel Kuhn · 2015
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Machine bias
Julia Angwin, Jeff Larson, Surya Mattu, and Lauren Kirchner · 2016
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Supervision intensity and parole outcomes: A competing risks approach to criminal and technical parole violations
Ryken Grattet and Jeffrey Lin · 2016
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Proximal risk factors for Short-Term community violence among adults with mental illnesses
Kiersten L Johnson, Sarah L Desmarais, Kevin J Grimm, Stephen J Tueller, Marvin S Swartz, and Richard A Van Dorn · 2016
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Performance of recidivism risk assessment instruments in U.S. correctional settings
Sarah L Desmarais, Kiersten L Johnson, and Jay P Singh · 2016
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Risk, race, and recidivism: Predictive bias and disparate impact
Jennifer L. Skeem and Christopher T. Lowenkamp · 2016
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How we analyzed the compas recidivism algorithm, May 2016
Jeff Larson, Surya Mattu, Lauren Kirchner, and Julia Angwin · 2016
Cited alongside, same era.
To predict and serve?
Kristian Lum and William Isaac · 2016
Cited alongside, same era.
Dangerous defendants
Sandra G Mayson · 2017
Cited alongside, same era.
Costs of pretrial detention
Shima Baradaran Baughman · 2017
Cited alongside, same era.
Inherent trade-offs in the fair determination of risk scores
Jon M. Kleinberg, Sendhil Mullainathan, and Manish Raghavan · 2017
Cited alongside, same era.
Primer on risk assessment and the statistics used to evaluate its accuracy
L Maaike Helmus and Kelly M Babchishin · 2017
Cited alongside, same era.
From imagenet to image classification: Contextualizing progress on benchmarks
Dimitris Tsipras, Shibani Santurkar, Logan Engstrom, Andrew Ilyas, and Aleksander Madry · 2020
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Behavioral nudges reduce failure to appear for court
Alissa Fishbane, Aurelie Ouss, and Anuj K. Shah · 2020
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Fairness evaluation in presence of biased noisy labels
Riccardo Fogliato, Alexandra Chouldechova, and Max G’Sell · 2020
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The impact of overbooking on a pre-trial risk assessment tool
Kristian Lum, Chesa Boudin, and Megan Price · 2020
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Towards a critical race methodology in algorithmic fairness
Alex Hanna, Emily Denton, Andrew Smart, and Jamila Smith-Loud · 2020
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Robust optimization for fairness with noisy protected groups
Serena Wang, Wenshuo Guo, Harikrishna Narasimhan, Andrew Cotter, Maya Gupta, and Michael I Jordan · 2020
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Alexandra Chouldechova · 2017
Cited alongside, same era.
From parity to preference-based notions of fairness in classification
Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez Rodriguez, Krishna P Gummadi, and Adrian Weller · 2017
Cited alongside, same era.
The causal impact of bail on case outcomes for indigent defendants in New York City
Kristian Lum, Erwin Ma, and Mike Baiocchi · 2017
Cited alongside, same era.
Handbook of Recidivism Risk / Needs Assessment Tools
Jay P Singh, Daryl G Kroner, J Stephen Wormith, Sarah L Desmarais, and Zachary Hamilton · 2018
Cited alongside, same era.
Revalidating the federal pretrial risk assessment instrument (PTRA): A research summary
Thomas H Cohen, Christopher T Lowenkamp, and William E Hicks · 2018
Cited alongside, same era.
Assessing risk assessment in action
Megan Stevenson · 2018
Cited alongside, same era.
Later among the works it cites.
Fairness without demographics through adversarially reweighted learning
Preethi Lahoti, Alex Beutel, Jilin Chen, Kang Lee, Flavien Prost, Nithum Thain, Xuezhi Wang, and Ed H Chi · 2020
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Equalized odds postprocessing under imperfect group information
Pranjal Awasthi, Matthäus Kleindessner, and Jamie Morgenstern · 2020
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Feature noise induces loss discrepancy across groups
Fereshte Khani and Percy Liang · 2020
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Risk factors for recidivism in individuals receiving community sentences: a systematic review and meta-analysis
Denis Yukhnenko, Nigel Blackwood, and Seena Fazel · 2020
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Predictive multiplicity in classification
Charles Marx, Flavio Calmon, and Berk Ustun · 2020
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Bias in, bias out? evaluating the folk wisdom
Ashesh Rambachan and Jonathan Roth · 2020
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Counterfactual risk assessments, evaluation, and fairness
Amanda Coston, Alan Mishler, Edward H Kennedy, and Alexandra Chouldechova · 2020
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Employing standardized risk assessment in pretrial release decisions: Association with criminal justice outcomes and racial equity
Douglas B Marlowe, Timothy Ho, Shannon M Carey, and Carly D Chadick · 2020
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The false promise of risk assessments: epistemic reform and the limits of fairness
Ben Green · 2020
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Using algorithms to address trade-offs inherent in predicting recidivism
Jennifer Skeem and Christopher Lowenkamp · 2020
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How long does it take to process a criminal case in north carolina?
Jessica Smith · 2020
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Handbook of Violence Risk Assessment, Second Edition
Kevin S Douglas and Randy K Otto · 2020
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A primer on risk assessment for legal decision-makers
Christopher Slobogin · 2020
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Mass incarceration: The whole pie 2020
Wendy Sawyer and Peter Wagner · 2020
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Bayesian sensitivity analysis for offline policy evaluation
Jongbin Jung, Ravi Shroff, Avi Feller, and Sharad Goel · 2020
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Public safety assessment
Matthew DeMichele, Peter Baumgartner, Michael Wenger, Kelle Barrick, and Megan Comfort · 2020
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Closer than they appear: A Bayesian perspective on individual-level heterogeneity in risk assessment
Kristian Lum, David B Dunson, and James Johndrow · 2021
Closest in time.
Towards accountability for machine learning datasets: Practices from software engineering and infrastructure
Ben Hutchinson, Andrew Smart, Alex Hanna, Emily Denton, Christina Greer, Oddur Kjartansson, Parker Barnes, and Margaret Mitchell · 2021
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Pervasive label errors in test sets destabilize machine learning benchmarks
Curtis G Northcutt, Anish Athalye, and Jonas Mueller · 2021
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Measurement and fairness
Abigail Z. Jacobs and Hanna Wallach · 2021
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On the validity of arrest as a proxy for offense: Race and the likelihood of arrest for violent crimes, 2021
Riccardo Fogliato, Alice Xiang, Zachary Lipton, Daniel Nagin, and Alexandra Chouldechova · 2021
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Fair classification with Group-Dependent label noise
Jialu Wang, Yang Liu, and Caleb Levy · 2021
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Fairness violations and mitigation under covariate shift
Harvineet Singh, Rina Singh, Vishwali Mhasawade, and Rumi Chunara · 2021
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https://www.hrw.org/report/2017/04/11/not-it-justice/how-californias-pretrial-detention-and-bail-system-unfairly , April 2017
"Not in it for justice" · 2021
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https://theappeal.org/how-a-tool-to-help-judges-may-be-leading-them-astray/ , August 2019
How a tool to help judges may be leading them astray - The Appeal · 2021
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Pretrial detention and the value of liberty
Megan T Stevenson and Sandra G Mayson · 2021
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Algorithmic fairness: Choices, assumptions, and definitions
Shira Mitchell, Eric Potash, Solon Barocas, Alexander D’Amour, and Kristian Lum · 2021
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Predictive validity of pretrial risk assessments: A systematic review of the literature
Sarah L Desmarais, Samantha A Zottola, Sarah E Duhart Clarke, and Evan M Lowder · 2021
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Cross-cultural reliability and rater bias in forensic risk assessment: a review of the literature
Samantha Venner, Diane Sivasubramaniam, Stefan Luebbers, and Stephane M Shepherd · 2021
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https://advancingpretrial.org/announcement/responsible-use-of-the-psa/ , April 2021
Responsible use of the PSA · 2021
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https://undergroundscholars.berkeley.edu/blog/2019/3/6/language-guide-for-communicating-about-those-involved-in-the-carceral-system , March 2019
Underground scholars language guide–Berkeley Underground Scholars · 2021
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Mapping pretrial injustice: A community-driven database
Movement Alliance Project · 2021
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Pretrial risk assessment validation research: Range restriction and attenuation of predictive validity estimates
Evan M. Lowder and David B. Wilson · 2021
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The effect of differential victim crime reporting on predictive policing systems
Nil-Jana Akpinar, Maria De-Arteaga, and Alexandra Chouldechova · 2021
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