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