Successfully implementing Six Sigma demands a robust foundation built on accurate and reliable data. Lacking data integrity, the insights gained from Six Sigma initiatives can be misleading, ultimately hindering process improvement efforts. Thus, it is crucial to establish stringent procedures for data gathering , validation, and storage to ensure