Can Predictive Algorithms Assist Decision‐Making in Social Work with Children and Families?

Decision support systems (DSS) which incorporate algorithms trained using administrative data have been promoted as the next promising development in initiatives to improve and assist decision‐making in social work with children and families. In this article, research and grey literature about DSS d...

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Vydáno v:Child abuse review (Chichester, England : 1992) Ročník 28; číslo 2; s. 114 - 126
Hlavní autor: Gillingham, Philip
Médium: Journal Article
Jazyk:angličtina
Vydáno: Hoboken Wiley Subscription Services, Inc 01.03.2019
Témata:
Algorithms
Big Data
Children
Data
Decision making
Decision support systems
Decisions
Families & family life
Predictions
Predictive analytics
Social work
Social workers
Support networks
Work
ISSN:0952-9136, 1099-0852
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Shrnutí:Decision support systems (DSS) which incorporate algorithms trained using administrative data have been promoted as the next promising development in initiatives to improve and assist decision‐making in social work with children and families. In this article, research and grey literature about DSS designed, and in some cases implemented, in the USA, the Netherlands, Australia and New Zealand are analysed to assess the extent to which they are currently able to meet this promise. The challenges of developing DSS for social work are identified and ideas are suggested to overcome them. © 2019 John Wiley & Sons, Ltd. Key Practitioner Messages Decision support systems (DSS) are being developed for social work with children and families and they may transform how decisions are made with important consequences for both service users and the profession. Current DSS are mostly not very accurate in their predictions and further work is required in their development and on the data used to train the algorithms. The next stage in the development of DSS will require long‐term commitment by social workers to work in collaboration with data scientists and researchers. It will also be expensive. Social workers need to lead the debate about whether DSS are worth the investment. ‘Decision support systems are being developed for social work with children and families and they may transform how decisions are made’
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ISSN:0952-9136
1099-0852
DOI:10.1002/car.2547