Larry English tells us that “quality is free.” The lack of quality is what is costly. Ensuring the quality of the data in an organization involves those who are involved in every stage of an organization’s entire information chain — starting with the planning and conceptual modeling of the data. Establishing information quality requires understanding — and practicing — the principles of information and data quality at every stage of the information chain.