This study identifies clusters of U.S. and Canadian metropolitan areas with similar knowledge traits. These groups … - ranging from Making Regions, characterized by knowledge about manufacturing, to Thinking Regions, noted for knowledge about … activities. In addition these knowledge-based clusters help explain the types of regions that have levels of economic development …