This report from the Partnership to Advance Youth Apprenticeship's (PAYA) Data Quality Workgroup discusses the challenges and opportunities for using data to improve quality and equity in youth apprenticeships. The report identifies high-impact strategies for using youth apprenticeship data to advance quality and equity and provides next steps for the field.