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  1. Data quality and data integration tools are standardized across the organization
  2. All aspects of the organization use standard business rules created and maintained by designated data stewards for core data sets.
  3. Data is continuously inspected – and any deviations from standards are resolved immediately.  Ongoing data monitoring helps the campus maintain data integrity
  4. Data models capture the business meaning and technical details of common data elements
  5. A data stewardship group maintains common data definitions and business rules
  6. Service-oriented architecture becomes the enterprise standard
  7. More real-time processing is available and data quality functionality is shared and reviewed across different operational solutions

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