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Data Quality Management: Techniques for Data Profiling, Assessment, and Improvement

Data quality is one of the most difficult challenges for nearly every business, IT organization, and BI program. The most common approach to data quality problems is reactive—a process of fixing problems when they are discovered and reported. But reactive data quality methods are not quality management; they are simply quality maintenance—a never-ending cycle of continuously fixing defects but rarely removing the causes. The only proven path to sustainable data quality is through a comprehensive quality management program that includes data profiling, data quality assessment, root cause analysis, data cleansing, and process improvement.

You Will Learn

  • Techniques for column, table, and cross-table data profiling
  • How to analyze data profiles and find the stories within them
  • Subjective and objective methods to assess and measure data quality
  • How to apply OLAP and performance scorecards for data quality management
  • How to get beyond symptoms and understand the real causes of data quality defects
  • Data cleansing techniques to effectively remediate existing data quality deficiencies
  • Process improvement methods to eliminate root causes and prevent future defects

Geared To

  • BI, MDM, and data governance program and project managers and practitioners; data stewards; data warehouse designers and developers; data quality professionals

Technical resources.

Harnessing the power of Bilytica Consulting Services

Seeing and Understanding your data is the key to competitive advantage in this. See why Industry Leaders Trust Bilytica consulting solutions.

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Best practices for adopting secure, governed self-service analytics

Find out how Bilytica advanced analytics allows business users and IT to transform the way they used to see their valuable information.

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Industry Leaders Trust Bilytica

         
         
         
         
         
           

Put the most powerful analytics platform to work for your business.

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About Bilytica

We work with our clients in improving business performance, increasing profitability to reducing costs and making better use of people and resources. Since 2007, Bilytica and its brilliant team are connecting people, data and advanced analytics together.

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