or physician. However, this level of analysis is mostly limited to the use of in-hospital mortality rates and is …-outcome relationship on a regional (county or cancer registry) level. Using data from the National Cancer Institute’s Surveillance …, Epidemiology and End Results program we find that regions with relatively more of the same cancer type exhibit relatively better …