Improving data quality requires a strategy that accounts for the work that needs to be done and the way people will execute it.

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A data governance strategy defines the scope and approach to governance efforts. Deliverables include:

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Data stewardship is the least common label to describe accountability and responsibility for data and processes to ensure effective control and use of data assets.

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A hacker is a person who finds unknown operations and pathways within complex computer system. Hackers are only bad.

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Orchestration is the term used to describe how multiple processes are organized and executed in a system.

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A dimensional physical data model is usually a star schema, meaning there is one structure for each dimension.

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Many people assume that most data quality issues are caused by data entry errors. A more sophisticated understanding recognizes that gaps in or execution of business and technical processes cause many more problems that mis-keying.

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Sample value metrics for a data governance program include:

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RACI is an acronym that is made up of the following terms.

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SLA Stands for:

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