ELSA Labs for responsible AI: a novel approach for addressing ethical, legal, social issues

Abstract

Artificial Intelligence (AI) is rapidly transforming our society, offering remarkable opportunities but also raising significant Ethical, Legal, and Social Aspects (ELSA) that should be addressed for responsible development. Some existing approaches to responsible AI successfully translate ELSA into concrete AI design practices but risk overlooking power dynamics and structural issues, while others excel at fostering dialogue yet struggle to turn insights into real design changes. This paper develops the ELSA Lab approach as a promising way to bridge this gap. Building on research in Responsible Research and Innovation (RRI), Social Labs, and Quadruple Helix (QH) collaboration, we show how this approach combines the strengths of practical, solutionist strategies with sufficient negotiation and reflexivity. We not only outline the key features of this ELSA Lab approach theoretically but also present a hands-on work process for putting it into practice. This approach aims to drive a systemic shift toward more responsible AI.