Representing the end of the supply chain, retail encompasses the sale of goods to end users for use and consumption by the purchaser, rather than resale. Retailers must use technology to gain a competitive advantage in today's world. Retail research provides critical insights into shoppers' changing habits and attitudes, evaluations of existing and emerging retail technology vendors, and advice about how retailers can harness technology to improve their customer experience and operating results.