This document outlines guidelines for improving the reproducibility of scholarly research through better data citation practices. It recommends depositing cited datasets in archival repositories, using persistent identifiers that meet JDDCP criteria, and having identifiers resolve to landing pages that provide both human- and machine-readable metadata about the dataset. Landing pages should be retained even if the underlying data is removed. Repositories are responsible for maintaining identifier persistence and researchers should treat data as first-class objects in the scholarly process. Following these guidelines would radically improve transparency and enable both humans and machines to access and interpret cited data.