A Framework of High-Stakes Algorithmic Decision-Making for the Public Sector Developed through a Case Study of Child-Welfare

7 July 2021

Devansh Saxena

Karla A. Badillo-Urquiola

Pamela J. Wisniewski

Shion Guha

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Papers citing "A Framework of High-Stakes Algorithmic Decision-Making for the Public Sector Developed through a Case Study of Child-Welfare"

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Title
AI Mismatches: Identifying Potential Algorithmic Harms Before AI Development Devansh Saxena Ji-Youn Jung J. Forlizzi Kenneth Holstein J. Zimmerman 57 0 0 25 Feb 2025
Talking About the Assumption in the Room Ramaravind Kommiya Mothilal Faisal M. Lalani Syed Ishtiaque Ahmed Shion Guha Sharifa Sultana 56 0 0 20 Feb 2025
Thoughtful Adoption of NLP for Civic Participation: Understanding Differences Among Policymakers Jose A. Guridi Cristobal Cheyre Qian Yang 29 1 0 30 Oct 2024
Algorithm-Assisted Decision Making and Racial Disparities in Housing: A Study of the Allegheny Housing Assessment Tool Lingwei Cheng Cameron Drayton Alexandra Chouldechova R. Vaithianathan 19 2 0 30 Jul 2024
Public Technologies Transforming Work of the Public and the Public Sector Seyun Kim Bonnie Fan Willa Yunqi Yang Jessie Ramey Sarah E Fox Haiyi Zhu John Zimmerman Motahhare Eslami 16 2 0 28 May 2024
Studying Up Public Sector AI: How Networks of Power Relations Shape Agency Decisions Around AI Design and Use Anna Kawakami Amanda Coston Hoda Heidari Kenneth Holstein Haiyi Zhu 44 8 0 21 May 2024
Fair Machine Guidance to Enhance Fair Decision Making in Biased People Mingzhe Yang Hiromi Arai Naomi Yamashita Yukino Baba FaML 28 6 0 08 Apr 2024
"This is not a data problem": Algorithms and Power in Public Higher Education in Canada Kelly McConvey Shion Guha 30 4 0 20 Mar 2024
Analysing and Organising Human Communications for AI Fairness-Related Decisions: Use Cases from the Public Sector Mirthe Dankloff Vanja Skoric Giovanni Sileno S. Ghebreab Jacco van Ossenbruggen Emma Beauxis-Aussalet 19 2 0 20 Mar 2024
(Beyond) Reasonable Doubt: Challenges that Public Defenders Face in Scrutinizing AI in Court Angela Jin Niloufar Salehi ELM 29 2 0 13 Mar 2024
Beyond Predictive Algorithms in Child Welfare Erin Moon Devansh Saxena Tegan Maharaj Shion Guha 27 2 0 26 Feb 2024
Are We Asking the Right Questions?: Designing for Community Stakeholders' Interactions with AI in Policing Md. Romael Haque Devansh Saxena Katherine Weathington Joseph Chudzik Shion Guha 33 9 0 08 Feb 2024
A Human-Centered Review of Algorithms in Homelessness Research Erin Moon Shion Guha 21 7 0 24 Jan 2024
Towards a Non-Ideal Methodological Framework for Responsible ML Ramaravind Kommiya Mothilal Shion Guha Syed Ishtiaque Ahmed 32 7 0 20 Jan 2024
The Participatory Turn in AI Design: Theoretical Foundations and the Current State of Practice Fernando Delgado Stephen Yang Michael A. Madaio Qian Yang 71 100 0 02 Oct 2023
Training Towards Critical Use: Learning to Situate AI Predictions Relative to Human Knowledge Anna Kawakami Luke M. Guerdan Yanghuidi Cheng Matthew L. Lee Scott A. Carter Nikos Arechiga Kate Glazko Haiyi Zhu Kenneth Holstein 17 11 0 30 Aug 2023
Algorithmic Harms in Child Welfare: Uncertainties in Practice, Organization, and Street-level Decision-Making Devansh Saxena Shion Guha 22 19 0 09 Aug 2023
Understanding Frontline Workers' and Unhoused Individuals' Perspectives on AI Used in Homeless Services Tzu-Sheng Kuo Hong Shen Jisoo Geum N. Jones Jason I. Hong Haiyi Zhu Kenneth Holstein 21 59 0 17 Mar 2023
Deliberating with AI: Improving Decision-Making for the Future through Participatory AI Design and Stakeholder Deliberation Angie Zhang Olympia Walker Kaci Nguyen Jiajun Dai Anqing Chen Min Kyung Lee 17 44 0 22 Feb 2023
Rethinking "Risk" in Algorithmic Systems Through A Computational Narrative Analysis of Casenotes in Child-Welfare Devansh Saxena Erin Moon Aryan Chaurasia Yixin Guan Shion Guha 20 26 0 16 Feb 2023
Contestable Camera Cars: A Speculative Design Exploration of Public AI That Is Open and Responsive to Dispute Kars Alfrink I. Keller N. Doorn Gerd Kortuem 19 29 0 09 Feb 2023
Toward General Design Principles for Generative AI Applications Justin D. Weisz Michael J. Muller Jessica He Stephanie Houde AI4CE 23 52 0 13 Jan 2023
Designing Human-Centered Algorithms for the Public Sector: A Case Study of the U.S. Child-Welfare System Devansh Saxena 11 2 0 11 Dec 2022
A Validity Perspective on Evaluating the Justified Use of Data-driven Decision-making Algorithms Amanda Coston Anna Kawakami Haiyi Zhu Kenneth Holstein Hoda Heidari 26 34 0 30 Jun 2022
Imagining new futures beyond predictive systems in child welfare: A qualitative study with impacted stakeholders Logan Stapleton Min Hun Lee Diana Qing Mary-Frances Wright Alexandra Chouldechova Kenneth Holstein Zhiwei Steven Wu Haiyi Zhu 38 54 0 18 May 2022
Improving Human-AI Partnerships in Child Welfare: Understanding Worker Practices, Challenges, and Desires for Algorithmic Decision Support Anna Kawakami Venkatesh Sivaraman H. Cheng Logan Stapleton Yanghuidi Cheng Diana Qing Adam Perer Zhiwei Steven Wu Haiyi Zhu Kenneth Holstein 24 105 0 05 Apr 2022
How to Train a (Bad) Algorithmic Caseworker: A Quantitative Deconstruction of Risk Assessments in Child-Welfare Devansh Saxena Charlie Repaci Melanie Sage Shion Guha CML 11 16 0 11 Mar 2022
Unpacking Invisible Work Practices, Constraints, and Latent Power Relationships in Child Welfare through Casenote Analysis Devansh Saxena Erin Moon Dahlia Shehata Shion Guha 17 25 0 10 Mar 2022
Better Together? An Evaluation of AI-Supported Code Translation Justin D. Weisz Michael J. Muller Steven I. Ross Fernando Martinez Stephanie Houde Mayank Agarwal Kartik Talamadupula John T. Richards 29 67 0 15 Feb 2022
Stakeholder Participation in AI: Beyond "Add Diverse Stakeholders and Stir" Fernando Delgado Stephen Yang Michael A. Madaio Qian Yang 12 55 0 01 Nov 2021
A Human-Centered Review of the Algorithms used within the U.S. Child Welfare System Devansh Saxena Karla A. Badillo-Urquiola Pamela J. Wisniewski Shion Guha 54 106 0 07 Mar 2020
Data Vision: Learning to See Through Algorithmic Abstraction Samir Passi S. Jackson 131 111 0 09 Feb 2020