Successfully implementing Six Sigma necessitates a robust foundation built on accurate and reliable data. Without data integrity, the insights derived from Six Sigma initiatives can be misleading, ultimately hindering process improvement efforts. Consequently, it is crucial to establish strict procedures for data gathering , validation, and storage