As someone who is a data analyst, I am constantly reminded of the huge amount of necessary context needed to trust results from any analysis. I know that I lack some of that context, yet I also know that so do my collaborators on mathematical or computational aspects. A Shiny app makes it easy to get something in the face of everyone so we all can come to a consensus about what is useful and actionable.