Mistakes happen. No matter how effective your data quality program is; no matter how well trained your personnel are; no matter how aware you are of the high cost of low data quality, data errors will creep into your databases. The reason is simple. Before information winds up in a database, it passes through a series of steps involving both human interaction and computation from data acquisition to archival storage.