Researchers go through fundamental steps in a data analysis project. This workshop highlights key steps in a data analyst’s workflow and encourages transparency in each of the steps. Throughout this workshop, we go through hands on exercises that integrate: a transparency engine, obtaining federal API data, producing useful intermediate data structures, and sharing analysis results. We will use [R] and Stata.