book. Almost all American doctors, for example, get their first jobs through a clearinghouse called the National Resident Matching Program. In the mid-1990s, I directed the redesign of the NRMP’s matchmaking algorithm, which today matches more than 20,000 young doctors with about 4,000 residency programs every year.