Master Data Management Data Steward Data Inconsistency Real-time Data Real-time Systems Data Integrity Issues Analytical Data Transactional Data Data Validation Encompasses all of the data contained within a single business process or unit of work, and its primary purpose is to support daily operational tasks Encompasses all organizational data, and its primary purpose is to support the performance of managerial analysis tasks Provides real-time information in response to requests Means immediate, up-to-date data Occurs when the same data element has different values Occur when a system produces incorrect, inconsistent, or duplicate data Responsible for ensuring the policies and procedures are implemented across the organization and acts as a liaison between the MIS department and the business The practice of gathering data and ensuring that it is uniform, accurate, consistent, and complete, including such entities as customers, suppliers, products, sales, employees, and other critical entities that are commonly integrated across organizational systems The tests and evaluations used to determine compliance with data governance polices to ensure correctness of data Re