The Joining Data Lab seeks to enable reproducible science, through the development of methods for accurate data integration, fast and specific data discovery, and machine-readable provenance throughout a computational analysis. As scientific data sets become larger and increasingly complex, these concepts will be vital to ensuring that novel work can be verified and incorporated into clinical practice.