Thought Leadership

White Papers

Collaborative White Papers provide executives with in-depth analysis and insight on current business and technology trends. Topics focus on maximizing the return on IT investments and aligning IT initiatives with business goals and objectives. Collaborative subject matter experts offer practical advice and helpful guidelines based on extensive, real-world experience.

What a Data Quality Initiative Can and Cannot Do for Your Organization: Measuring and Improving Data Quality to Provide Business Value

By John Williams
Contributors: Christopher Jennings, Dan Sandler, Mike Yauckoes

In “What a Data Quality Initiative Can and Cannot Do for Your Organization: Measuring and Improving Data Quality to Provide Business Value,” John Williams, a vice president at Collaborative Consulting and the leader of the company’s service offerings, outlines the increasing importance of excellent data quality. Throughout the paper, Mr. Williams, with help from colleagues Christopher Jennings, Daniel Sandler and Michael Yauckoes, bolsters his arguments with real-world examples that illustrate clearly how companies must ensure that their data enables them to thrive within a fast-changing environment. In addition, he shows how high-quality data enables companies to measure and track their progress in a variety of disciplines with accuracy and speed, achieving dramatic results along the way.

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