Responses are predictable. Places near the top (e.g., Chicago, Oakland) trumpet their ranking, while places near the bottom of the list (e.g., Fort Worth , Columbus) complain.
Although the exact rankings vary from the 2005 list, the overall thrust is pretty similar: big coastal/blue state cities generally do well, middling size/red state cities generally do poorly. The relative proportion of density, politics and history as underlying dynamics undoubtedly varies from city to city.