“In the field of healthcare informatization, this study introduces its research progress. It examines China's healthcare dataset standards from 2011 to 2025, analyzing their evolution and highlighting key achievements and challenges. The study proposes a multi-faceted strategy to optimize the standard system's architecture, enhance quality and implementation, and advance data governance and intelligent service provision, laying a foundation for the construction of a robust healthcare dataset standard system.”