SayPro Validate and clean extracted data sets

SayPro Directive:
Validate and Clean Extracted Data Sets

Action:
Perform thorough validation and cleaning of all data sets extracted during the current research cycle to ensure accuracy, consistency, and compliance with SayPro Research Royalty standards.

Key Steps:

• Verify completeness and correctness of data entries against original sources
• Identify and rectify discrepancies, duplicates, and anomalies
• Standardize data formats and units according to SayPro guidelines
• Ensure all data complies with SayPro’s privacy and usage policies
• Document all cleaning procedures and data modifications for audit trails

Collaboration:
Coordinate with the SayPro Market Segmentation Analysis Research Office to confirm validation criteria and resolve data issues promptly.