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Banks must now identify vendors that help manage data from end to end, paying special attention to critical data pipelines. Effective data management includes technical and nontechnical characteristics that support data quality improvement, consistency, and transparency. Banks should consider solutions that support improved data capture and EDM goals to meet the demand for analytics and complex data-led solutions. Improving data quality and control is essential for regulatory reporting, advanced analytics, operations, and product development.