Successfully implementing Six Sigma demands a robust foundation built on accurate and reliable data. Lacking data integrity, the insights extracted from Six Sigma initiatives can be misleading, consequently hindering process improvement efforts. Consequently, it is crucial to establish comprehensive procedures for data collection , validation, and