For the data industry, standardized definitions of data quality dimensions are needed, just as other professions, such as accounting have agreed-upon concepts and terms like “chart of accounts”. It is then up to each organization to gain competitive advantage by the way the dimensions are applied (through assessments, root cause analysis, improvements, metrics, etc.) to manage and increase the quality of the information and data on which the organization depends.