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