TY - JOUR
T1 - Ethical considerations in research when building predictive risk modelling in child and family welfare
AU - Villumsen, Anne Marie
AU - Rosholm, Michael
AU - Bodilsen, Simon Tranberg
AU - Dalgaard Toft, Sanne
AU - Berg, Line Svolgaard
AU - Yde Nirmalarajan, Liesanth
PY - 2024/10/3
Y1 - 2024/10/3
N2 - This article presents and discusses ethical issues and implications in research when building a predictive risk model for potential use in Danish child and family welfare. The idea is to build a predictive risk model in order to study whether such a model can be valuable to child and family welfare services in the assessment of risk – aimed specifically at the decision-making process regarding notifications.Based on a framework developed especially for this field, we present and discuss ethical considerations, reflections and actions in relation to four main ethical principles: non-maleficence, autonomy, justice and explicability. We hope that our reflections on these ethical challenges can inspire research – and potentially also the field of practice when taking a deep dive into the difficult field of digitalization in social work.
AB - This article presents and discusses ethical issues and implications in research when building a predictive risk model for potential use in Danish child and family welfare. The idea is to build a predictive risk model in order to study whether such a model can be valuable to child and family welfare services in the assessment of risk – aimed specifically at the decision-making process regarding notifications.Based on a framework developed especially for this field, we present and discuss ethical considerations, reflections and actions in relation to four main ethical principles: non-maleficence, autonomy, justice and explicability. We hope that our reflections on these ethical challenges can inspire research – and potentially also the field of practice when taking a deep dive into the difficult field of digitalization in social work.
KW - child and family welfare
KW - child protection
KW - decision making
KW - decision-making
KW - ethics
KW - machine learning
KW - notifications
KW - predictive risk modeling
KW - predictive risk modelling
U2 - 10.31265/jcsw.v19i1.619
DO - 10.31265/jcsw.v19i1.619
M3 - Journal article
SN - 0809-9936
VL - 19
SP - 102
EP - 126
JO - Journal of Comparative Social Work
JF - Journal of Comparative Social Work
IS - 1
ER -