Data and information quality are now widely recognized problems in companies large and small, ranging from manufacturing and processing, to finance and health care. Incomplete or duplicate records, poor quality descriptions and inaccurate information cause inefficient allocation and use of resources. This can add up to a 20% increase to direct and indirect costs. Poor quality data is a barrier to effective marketing and the leading cause of transparency issues that drive up the cost of regulatory compliance.