Home Depot is planning to open new stores for the first time in years. In an exclusive interview, the chief financial officer told us a hint to map where the retailer is targeting for expansion.

The Home Depot recently announced the imminent launch of 11 new stores, all of which will be located in the United States, joining the more than 2,000 U.S. locations that comprise the lion’s ...