In this paper, we explore the design of web-based advice robots to enhance users' confidence in acting upon the provided advice. Drawing from research on algorithm acceptance and explainable AI, we hypothesise four design principles that may encourage interactivity and exploration, thus fostering users' …

Ask any design researcher whether their carefully made research plans always make it through a project intact and you will probably get a chuckle out of them. Yet, discussions on how we deal with changing our plans on the go and how we mitigate the repercussions to our research goals are sparse. To explore …