Two decades ago, retail executives such as Gap founder Donald G. Fisher could stand outside a vacant New York City storefront, watch the people go by and decide whether it would be a good spot for a new store. Today, the process involves mega-brokerages, site search teams and reams of data covering everything from the location of the nearest subway stop to sales figures for stores nearby.

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