Expressing workflows as code vs data

I was part of a panel in the WORKS workshop at the SC17 conference a couple of months ago, where I gave a short talk called "Expressing and Sharing Workflows" (slides). I've written this blog to put the slides into words and add some details I left out. First, what is a workflow?