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