Which governance instruments can we employ to promote open science? In this post I discuss governance instruments that can encourage researchers to engage in two important practices of open science: documenting and sharing research data. The practice of documenting data makes science more transparent. Sharing data makes science more open. Documenting data is a necessary first step towards more open science.