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One of the most powerful ways to use data mining and predictive analytics is to apply analytic models and results on a production scale. These models can be applied to help make critical business decisions, or improve decisions. This research brief from IIA (International Institute for Analytics) discusses the technology and organizational challenges businesses must address in order to succeed in using analytics this way, specifically, organizational and attitudinal differences, compliance, time to deploy and data consistency differences. 

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