Every year since it was founded Capital One has run thousands of similar tests. They have turned the company into a “scientific laboratory where every decision about product design, marketing, channels of communication, credit lines, customer selection, collection policies, and cross-selling decisions could be subjected to systematic testing and using thousands of experiments.”