This guide offers new approaches and tools to identify and prevent data quality problems. It introduces a local data quality checklist, modeled after OCTAE’s state checklist, which states can use to understand and evaluate local data collection practices. This guide also brings together previously developed material on improving data quality into a single resource, a data quality toolkit that permits easy access to this content, to support ongoing state and local training around data quality practices.