The Decisions, Assessment and Risk Special Interest Group of the European Social Work Research Association (DARSIG) dedicated a pre-conference event at the 2023 European Conference for Social Work Research in Milan, Italy, to the application of innovations using big data and machine-learning algorithms in social work risk assessment and decision-making processes. Here, we share some ideas from these discussions.