Through social psychology and cognitive science, we now know a great deal about our own frailties in the way that we seek, use, and understand information and data. On the web, user interface design may work to either exacerbate or counteract these biases. This article will give a brief overview of the science then look at possible ways that design and implementation can be employed to support better judgements.