Includes profiling, cleansing, standardization, and monitoring of data accuracy, completeness, and consistency. Implemented by compliance officers and data stewards in banking, insurance, and government agencies. Suppliers offer tools and consulting to businesses ensuring reliable data for decision-making and audits.