A framework of high-stakes algorithmic decision-making for the public sector developed through a case study of child-welfare

D Saxena, K Badillo-Urquiola, PJ Wisniewski… - Proceedings of the …, 2021 - dl.acm.org
Algorithms have permeated throughout civil government and society, where they are being
used to make high-stakes decisions about human lives. In this paper, we first develop a …

Rethinking" Risk" in Algorithmic Systems Through A Computational Narrative Analysis of Casenotes in Child-Welfare

D Saxena, ESY Moon, A Chaurasia, Y Guan… - Proceedings of the 2023 …, 2023 - dl.acm.org
Risk assessment algorithms are being adopted by public sector agencies to make high-
stakes decisions about human lives. Algorithms model “risk” based on individual client …

Unpacking invisible work practices, constraints, and latent power relationships in child welfare through casenote analysis

D Saxena, SY Moon, D Shehata, S Guha - Proceedings of the 2022 CHI …, 2022 - dl.acm.org
Caseworkers are trained to write detailed narratives about families in Child-Welfare (CW)
which informs collaborative high-stakes decision-making. Unlike other administrative data …

Beyond Predictive Algorithms in Child Welfare

ESY Moon, D Saxena, T Maharaj, S Guha - Proceedings of the 50th …, 2024 - dl.acm.org
Caseworkers in the child welfare (CW) sector use predictive decision-making algorithms
built on risk assessment (RA) data to guide and support CW decisions. Researchers have …

Designing Human-Centered Algorithms for the Public Sector A Case Study of the US Child-Welfare System

D Saxena - Companion Proceedings of the 2023 ACM …, 2023 - dl.acm.org
The US Child Welfare System (CWS) is increasingly seeking to emulate business models of
the private sector centered in efficiency, cost reduction, and innovation through the adoption …

The devil in the detail: algorithmic risk prediction tools and their implications for ethics, justice and decision-making

E Keddell - The Sage Handbook of Decision Making, Assesment …, 2023 - torrossa.com
Risk assessment tools derived from algorithms are increasingly utilised in social work
decision making. Jurisdictions in the US, Australia, Europe and the UK are developing …

[PDF][PDF] Judicial Artificial Intelligence Bias: A Survey and Recommendations

OC Ngige, O Awodele, O Balogun - Transactions on Machine …, 2021 - academia.edu
Artificial intelligence (AI) has continued to disrupt the way tasks are being carried out, finding
its way into almost all facets of human existence, and advancing the development of human …

[PDF][PDF] Analysis of the Decision-Making Process of Judges in Setting the Sentence

MAS Machado, HLF Moreira, AG Júnior… - Canadian Social …, 2023 - researchgate.net
The study investigated the decision of judges, referring to the dosimetry of the base-penalty,
applied to crimes of robbery and theft. A total of 1063 sentences were used, handed down in …