Factors shape the human capital flow and determine the divergent levels of education and skill across regions.

1. Human capital builds off itself (Glaeser rt. Al., 2005).
2. Distribution of education and skill affects by the distribution of amenities.
3. Tolerance and openness to diversity affects the level and geographic distribution of education and skill.