Johanna Gunawan, David Choffnes, Woodrow Hartzog and Christo Wilson
This research proposal presents a compelling case for investigating a loyalty framework as a means to tackle the widespread prevalence of dark patterns in digital design. Drawing upon insights from both computer science and legal studies, the proposed research aims to shed light on innovative approaches to regulating deceptive design practices. Through rigorous empirical analysis and interdisciplinary collaboration, this study seeks to contribute to the establishment of ethical design standards and regulatory policies that prioritize user autonomy and well-being within the digital landscape.











































