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Before data can be used in a data warehouse, CRM, ERP or business analytics application, its content, quality and structure must be understood. Too often, mission-critical IT initiatives experience overruns or outright failures because those who are implementing them are relying upon an inaccurate or incomplete understanding of the source data.... [more]
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