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Retail success takes many forms in today's dynamic marketplace. From large legacy retailers to disruptive start-ups and all manner of competitors in between, the paths to retail success involves common principals around which there is a wide variation of understanding and execution.

To bring clarity to the issue of what makes a winner, dunnhumby, the global customer data science firm, conducted a massive survey of more than 7,000 U.S. shoppers for the second annual Retailer Preference Index (RPI), the first study of its kind in the industry. In what's quickly become known as retailing's equivalent of research firm Gartner's often-cited Magic Quadrant, dunnhumby's RPI is a ranking of more than 50 large food and consumable retailers based on a combination of shopper sentiment and financial performance.

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Article originally appeared on Forbes.

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