Contextual Visualization Making the Unseen Visible to Combat Bias During Visual Analysis

Unseen information can lead to various threats to validity when analyzing complex datasets using visual tools, resulting in potentially biased findings. We enumerate sources of unseen information and argue that a new focus on contextual visualization methods is needed to inform users of these threats and to mitigate their effects.