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Introductory Statistics: A Conceptual Approach Using R by William B. Ware, Barbara M. Miller, John M. Ferron (Paperback, 2013)

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A conceptual approach, built around common issues and problems rather than statistical techniques, allows students to understand the conceptual nature of statistical procedures and to focus more on cases and examples of analysis.