For our core biochemistry course, we created four workflows that were spread out over the course of one semester. Each workflow was created in the spirit of a digital tutorial, or computational recipe, that students could follow and then apply their understanding to simple exercises. In this way, the construction of these workflows enabled and encouraged independent data exploration and empowered the students to test out their own understanding (Table ).