The discovery of poor data quality has alerted companies to the costs and risks associated with this problem. As a result, companies in every industry are beginning to investigate the extent of poor data quality within their organizations. This paper presents an overview of the major types of data deficiency, the costs and risks associated with each, and a simple guide to achieving and maintaining excellent data quality.