Q. What is consistency in data quality?

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Q. How is redundancy addressed in data quality?

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Q. What does completeness refer to in data quality?

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Q. What does conformance to business rules relate to in data quality?

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Q. What is the role of clarity in data quality?

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Q. Who determines the timeliness of data in the context of data quality?

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Q. What role does usefulness play in data quality?

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Q. What are the two integrity rules in the context of data integrity?

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Q. How does improved data quality benefit data warehouse users in the context of timely information?

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Q. How does complete and accurate information improve customer service?

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Q. How can quality data benefit marketing departments in a data warehouse?

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Q. What risks are associated with poor data quality?

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Q. How does quality data in a data warehouse contribute to improved productivity?

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Q. Why is reliable strategic decision-making essential in a data warehouse?

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Q. What is the potential issue with old product codes when used in a data warehouse that stores historical data?

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Q. What is the result of the unofficial use of fields in data records?

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Q. What is a common issue with cryptic values in old legacy systems?

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Q. Which of the following is a violation of a basic business rule in a personnel and payroll system?

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Q. What is the problem with reused primary keys when capturing data in a data warehouse?

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Q. When identifiers for product codes are different in various systems, what problem does this cause?

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