Executives who undertake Master Data Management (MDM) programs to improve data quality in transaction systems such as ERP and CRM are often disappointed with the outcomes. They still see latency in BI reports hindering data-driven decision making, errors in planning and execution resulting rework, lost sales, poor forecasting, shipping errors and fines.