The U.S. Brainpower Map

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The most powerful factor in economic growth is human capital - the level and concentration of skilled, energetic, and productive people. Charting the human capital levels of nations and regions is all the rage today, but Adam Smith long ago argued that human capital constitutes a critical fourth factor of production alongside land, labor, and capital. Human capital is the key factor in both national and regional growth, according to careful empirical studies.

Most regional economic analyses measure human capital across metropolitan regions. But metro regions - which are made up of central cities and their surrounding suburbs - come in all kinds of shapes and sizes. Some have densely concentrated central cities, like Manhattan in the greater New York region; others are more continuously sprawling like Los Angeles. A while back, a reporter called to ask me about the role of human capital in Milwaukee. He wanted to know whether it made any difference that human capital levels were low in the central city compared to the region as a whole. I responded that I thought it did. Following Jane Jacobs, my hunch was that regions with more concentrated human capital would have some advantage over others where the distribution was flatter or more similar across the metro. When his article came out, a number of prominent economists more or less said the same thing. But we all added that we couldn't be sure; most studies focus on human capital at the metro level and few, if any, have looked at the distribution of human capital within metros - that is, between the urban center and its suburbs.

So what about the distribution of human capital within metropolitan regions: Does it matter? With the help of my statistically savvy colleague Charlotta Mellander and our team at the Martin Prosperity Institute (MPI), I decided to take a look. We developed a simple way to begin to get at this question of the distribution of human capital within metropolitan areas. Basically, we compared data on the level of human capital (the percentage of adults with a bachelor's degree and above) in the metro as a whole to the human-capital level in its primary urban center or central city. Fortunately, a nice data series on both metro and city-level human capital is readily available from the Brookings Institution's State of Metropolitan America Indicators series. We used these data to generate a series of maps, build a simple measure of the ratio of central-city to metro-human capital, and ultimately to generate a scattergraph which enables us to see the pattern of central-city and metro human capital across the country.


The first map (above), prepared by the MPI's Zara Matheson, shows human capital by city. Washington, D.C. is first with a whopping 58 percent of adults holding a bachelor's degree or above. Five additional cities have human capital levels that exceed 50 percent - Raleigh-Cary (52.4 percent), Seattle (52.1 percent), San Francisco (51.3 percent), Madison (51 percent), and Boston (50.5 percent). Rounding out the top 10 are Atlanta (46.1 percent), Charleston (45.3 percent), Minneapolis-St. Paul (43.7 percent), and Austin (43.6 percent).

On the other hand, the city with the lowest level of human capital is Detroit, where fewer than 12 percent of adults hold a college degree, almost five times less than Washington, D.C., the country's leading city. Most of the cities with low levels of human capital are de-industrialized cities of the Frostbelt that have faced high levels of out-migration: Youngstown (12.4 percent), Cleveland (14.3 percent), Allentown (15.3 percent), Dayton (16.8 percent), and Toledo (17.4 percent), along with two California cities - Stockton (15.8 percent) and Modesto (17.6 percent) - and two New England communities - Hartford, Connecticut (16.7 percent) and Springfield, Massachusetts (17.5 percent).


The second map (above) shows the human capital levels by metro. Again, greater Washington, D.C. tops the list (48.6 percent), followed by Bridgeport-Stamford (47 percent), San Francisco (45.8 percent), San Jose (Silicon Valley, 41.4 percent), Boston (50.5 percent), Raleigh (52.4 percent), Madison (51 percent), Minneapolis-St. Paul (39.7 percent), Austin (39.3 percent), and Denver (38.9 percent). Seven cities rank in the top 10 on both the central city and metropolitan lists: Washington, D.C., San Francisco, Boston, Raleigh, Madison, Minneapolis, and Austin all appear twice.

When we look at metros as opposed to cities, Frostbelt communities drop out, save for Youngstown (22.1 percent), and the lowest-ranked spots are metros in California - Bakersfield (14.6 percent), Stockton (15.8 percent), Modesto (15.6 percent), Riverside (19.2 percent), and Fresno (19.5 percent); Texas - McAllen (16.3 percent) and El Paso (21.3 percent); Lakeland-Winter Haven, Florida (19.2 percent); and Las Vegas (22.4 percent).


But how do central-city and metro human-capital levels compare? To get at this, we developed a simple ratio of central-city to metro-level human capital. The results of this analysis are frankly a bit perplexing (see the chart above). The metro with the highest ratio is McAllen, Texas (1.84) - a region which ranks near the bottom of the list on metro human capital. High ratios are also found in several other communities - like, for example, Lakeland-Winter Haven, Florida (1.41) and Bakersfield, California (1.39) - that also rank low in terms of metro human capital. Other regions with high ratios include Charleston (1.52), Seattle (1.37), and Atlanta (1.27), as well as Little Rock (1.47), Boise (1.32), Salt Lake City (1.33), and Baton Rouge (1.23).

On the other side of the ledger, Detroit has the lowest ratio (.41), and it is again joined by several other Rustbelt cities in the bottom 10 - Cleveland (.48), Allentown (.53), Youngstown (.56), and Dayton (.62), along with Hartford, Connecticut (.44) and Springfield, Massachusetts (.56). Philadelphia (.66) and Ogden, Utah (.62) also have low ratios, along with Bridgeport-Stamford (.65), which has the second-highest level of metro human capital (47 percent) in the country.

The reason for these mixed results is an artifact of the data. Metros with high levels of metro human capital but moderate levels of central-city human capital will have higher ratios when compared with regions with relatively low levels of metro human capital and low-core human capital.


To get a better handle on the relationship between metro human and central-city human capital, we simply plot the two against each other in the scattergraph (above). There is a positive and reasonably close association (with a correlation between of .67). What's more interesting though is the outliers on both sides of the fitted line.

The upper right-hand quadrant shows places which have a high level of metro human capital and a high level of central-city human capital. Washington, D.C. is the top performer here, occupying the furthest upper right-hand corner. Raleigh, Seattle, Atlanta, Madison, Boston, San Francisco, Minneapolis-St.Paul, Austin, San Jose, San Diego, and, perhaps surprisingly, Albany all occupy this "win-win" quadrant.

Greater New York is just slightly above the line with a slightly greater level of central-city to metro human capital. Denver and Bridgeport-Stamford are slightly below it.

In the bottom left quadrant of the graph are places where both metro and central-city levels of human capital are low. This space includes Detroit, Youngstown, Cleveland, Allentown, Dayton, Stockton, and Ogden, Utah, among others.

The distribution of human capital across metros areas and central cities is quite uneven. Economists Christopher Berry and Ed Glaeser have documented the growing divergence of human capital across U.S. metro regions - a subject I have written about previously for The Atlantic. But this divergence is, if anything, even greater across cities and urban centers. And since human capital is the key driver of economic prosperity, this means the economic fortunes of American metros and cities are diverging and quite likely to diverge even more in the future. Economic and social inequality is increasingly overlaid with a deepening economic geography of skill and of class. That's a very serious problem - and one that's getting worse.

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Richard Florida is Senior Editor at The Atlantic and Director of the Martin Prosperity Institute at the University of Toronto. See his most recent writing at The Atlantic Cities. More

Florida is author of The Rise of the Creative Class, Who's Your City?, and The Great Reset. He is founder of the Creative Class Group.

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