19 February 2024 | Malak Sadek, Emma Kallina, Thomas Bohné, Céline Mougenot, Rafael A. Calvo, Stephen Cave
The paper "Challenges of Responsible AI in Practice: Scoping Review and Recommended Actions" by Malak Sadek, Emma Kallina, Thomas Bohné, Céline Mougenot, Rafael A. Calvo, and Stephen Cave addresses the challenges faced in implementing Responsible AI (RAI) guidelines. The authors identify five main areas of difficulty: the abstract nature of RAI guidelines, the problem of selecting and reconciling values, the difficulty of operationalizing success metrics, the fragmentation of the AI pipeline, and the lack of internal advocacy and accountability. They propose solutions from various disciplines, including participatory interpretation, adopting wider perspectives, and operationalizing RAI metrics, supported by practical examples and tools. The paper aims to bridge the gap between theoretical considerations and practical implementation, emphasizing the need for socio-technical solutions to address the limitations of current RAI approaches.The paper "Challenges of Responsible AI in Practice: Scoping Review and Recommended Actions" by Malak Sadek, Emma Kallina, Thomas Bohné, Céline Mougenot, Rafael A. Calvo, and Stephen Cave addresses the challenges faced in implementing Responsible AI (RAI) guidelines. The authors identify five main areas of difficulty: the abstract nature of RAI guidelines, the problem of selecting and reconciling values, the difficulty of operationalizing success metrics, the fragmentation of the AI pipeline, and the lack of internal advocacy and accountability. They propose solutions from various disciplines, including participatory interpretation, adopting wider perspectives, and operationalizing RAI metrics, supported by practical examples and tools. The paper aims to bridge the gap between theoretical considerations and practical implementation, emphasizing the need for socio-technical solutions to address the limitations of current RAI approaches.