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  • How Segregated Is New York City?

    The online reaction to the reports on racial segregation in New York state’s public schools reminded me, yet again, that most people think of New York as an integrated city, and are surprised or incredulous when that impression is contradicted.

    This is somewhat jarring, since virtually every attempt to actually measure racial segregation suggests that New York is one of the most segregated cities in the country. This University of Michigan analysis of 2010 Census data, for example, suggests that New York is the second-most-segregated metropolitan area in the U.S., exceeded only by Milwaukee, and that about 78% of white and black people would have to move in order to achieve perfect integration. (Chicago’s corresponding number is just over 76%, good enough for third place.)

    Why is this so surprising? One obvious reason, I think, is that most people’s conception of New York is limited to about 1/2 of Manhattan and maybe 1/6 of Brooklyn, areas that are among the largest job and tourist centers in the world. As a result, they attract people of all different ethnic backgrounds, especially during the day, even if the people who actually live in those areas tend to be monochromatic. Imagine, in other words, trying to judge racial segregation in Chicago by walking around the Loop and adjacent areas: you would probably conclude that you were in a pretty integrated city.

    But it goes beyond that, I think. Segregation in New York doesn’t look like segregation in Chicago, or a lot of smaller Rust Belt cities. For one, there just aren’t very many monolithically black neighborhoods left in New York. Here, for example, I’ve highlighted every neighborhood that’s at least 90% African American (see note on method at the bottom of this piece):


    NYB90

    Were we to do this in Chicago, half the South and West Sides would be lit up. But in New York, black neighborhoods have become significantly mixed, in particular with people of Hispanic descent. This is a phenomenon Chicagoans are used to in formerly all-white communities – places like Jefferson Park or Bridgeport, which as recently as 1980 were overwhelmingly white, now have very large Latino and Asian populations – but in New York, it’s happened in both white and black neighborhoods.

    That said, white folks in New York have still on the whole declined to move to black areas, except for some nibbling along the edges in Harlem and central Brooklyn. That means that instead of measuring segregation the way we might in Chicago – by looking for very high concentrations of a single ethnic group – it makes more sense to look for the absence of either white or black people.

    Here, then, I’ve highlighted all the places where white people make up less than 10% of the population:


    NYW10

    It’s a lot. And, correspondingly, here are all the places where black people make up less than 10% of the population:


    NYB10

    It’s also a lot. And if we put the two maps together, we see that these two categories cover the overwhelming majority of NYC:


    NY10

    The same pattern holds pretty well if we lower the threshold to no more than 5% white or black:


    NY5

    And there are even a significant number of areas that are truly hypersegregated, with fewer than 2% of residents being either white or black:


    NY2

    Because I now love GIFs, here’s a summary GIF.


    NYSeg

    What does all this tell us? For one, it confirms graphically what the Census numbers suggested, which is that the median black New Yorker lives in a neighborhood with very few white people, and vice versa.

    But it also suggests a racial landscape that looks different from that of Chicago, and lots of other American cities, in important ways. In particular, where Chicago has a relatively simple racial geography – white neighborhoods at various levels of integration with Hispanics and Asians to the north and northwest, black and Hispanic neighborhoods to the south and west, with only a few small islands like Hyde Park and Bridgeport that break the pattern – New York’s segregated neighborhoods form a more complex patchwork across the city. That means that while a North Sider in Chicago might go years without having to even pass through a black neighborhood, lots of white New Yorkers have to get through the non-white parts of Brooklyn or the Bronx to reach job and entertainment districts in Manhattan or northern Brooklyn.

    I imagine that structural-geographic fact, combined with New York’s relatively high level of black-Hispanic integration, goes a long way to explaining my anecdotal experience that white New Yorkers tend to be less ignorant and scared of their city’s non-white neighborhoods than white Chicagoans are of Chicago’s. (There’s some interesting research that suggests white people tend to be more sympathetic to brown people, and their neighborhoods, than black people and theirs.) There’s also, of course, the fact that Chicago’s segregated non-white neighborhoods tend to have much higher violent crime rates, and much more modest business districts, than New York’s, although that’s likely both an effect and cause of their relative isolation.

    All of this is another reason that I’m kind of excited about the growing entertainment and shopping district on 53rd St. in Hyde Park, since the more that the South Side has “neighborhood downtown” strips that draw people from across the city, the more likely North Siders and suburbanites are to travel through the black and Latino neighborhoods that surround them, observe that many of them are actually quite nice, become less committed to shunning them, and thus contribute less to the social and economic dynamics that have created the institution of the ghetto, and the poor job prospects, failing schools, and high crime rates that accompany it.

    In conclusion: New York is super segregated, but the numbers aren’t everything.

    Also, let me have another Talk To Me Like I’m Stupid moment: suggestions for books about the racial history of New York? What’s the equivalent of Making the Second Ghetto or Family Properties? I’ve already read Caro’s Moses book.

    Note:  This piece focuses on white-black segregation because that, for various social and historical reasons, has been by far the most significant geographic separation in American cities, certainly in the Midwest and Northeast. But by far the second most significant separation – white-Latino segregation – is also very extreme in New York. The same Census analysis that found NYC was the second-most-segregated metro area in terms of white and black people found that it was the third-most-segregated metro area in terms of white and Latino people. That’s obviously not the end of the story either, though. If you know about or are curious about some other aspect of segregation, leave a comment.

    Daniel Hertz is a masters student at the Harris School of Public Policy at the University of Chicago. This post originally appeared in City Notes on April 14, 2014.

    Photo by Mike Lee

  • The Unrest In Hong Kong And China’s Bigger Urban Crisis

    The current protests in Hong Kong for democracy reflects only part of the issues facing Chinese cities, as they grow and become ever more sophisticated. In just four decades, China has gone from 17.4 percent to 55.6 percent urban, adding nearly 600 million city residents. And this process is far from over: United Nations projections indicate that over the next 20 years, China’s urban population will increase by 250 million, even as national population growth rates slow and stall.

    Overall this transition has been spectacularly successful. As it has urbanized, China, following the lead of Hong Kong, has become a much richer country, expanding its share of global GDP from 2 percent in 1995 to 12 percent in 2012.

    China now boasts four megacities of over 10 million people, the most of any country. The population of Shanghai, a cosmopolitan world city decades before the Communist takeover of the country, has expanded almost 50% since 2000, and the ancient capital Beijing and the southern commerce and industrial hub of Guangzhou have grown nearly as rapidly. The U.N.’s growth projections suggest that the future list of megacities will include Chongqing, Tianjin and Chengdu.

    Shenzhen, one of the four current megacities, epitomizes the speed of China’s urbanization. A small fishing village along the Hong Kong border with a few factories when I first visited three decades ago, the city rose as the focus of Deng Xiaoping’s first wave of modernization policies. In 1979 it had roughly 30,000 people; now it is a thriving metropolis of 13 million whose population in the past decade grew 56%. Its rise has been so recent and quick that the Asia Society has labeled it “a city without a history.”

    Shenzhen has not only grown but thrived over the past three decades, as was evident on my most recent trip. In contrast to the often impoverished slum cities of the developing world, China’s cities have grown much as Britain’s did in the 19th century, upon the back of rapid expansion of manufacturing and trade. This sets Chinese urbanization apart from India‘s; manufacturing’s share of Indian GDP is half that of China. In the process, Chinese cities have become more tied to the global economy, exposing its people to international trends, as well as greater affluence. This is exactly what has happened earlier in Hong Kong, setting the stage for some of the recent unrest. At the same time, the leading cities of the West are, for the most part, barely growing, and much of that by dint of immigration. With plunging birthrates and generally anemic economies, the great cities of the Europe and North America are hardly likely to blaze a brash urban trail; they are more concerned with retaining what they can from their historical inertia. There is no city in the West — even Houston and Dallas-Fort Worth — that approaches the dynamism one now finds in China.

    The Coming Chinese Urban Economic Crisis

    China’s successful urban transformation now faces a challenge as the country’s export-led economy weakens. Labor costs are soaring and young adults, some four times as many of whom have attended college than those who came of age a decade ago, have little interest in factory work. At the same time, many of China’s most successful and talented people are seeking out lives abroad; two-thirds of the country’s affluent residents, according to one survey, are considering migrating overseas.

    The labor crunch is most intense in China’s coastal cities, home to most of the urban population. These face greater competition from less expensive urban areas further west, such as Chongqing and Chengdu. But even these areas are facing a labor shortage, forcing companies to fill their ranks with not necessarily voluntary student laborers. There is also growing competition as well in labor-intensive industries like textiles from cheaper cities in places like Vietnam, Indonesia and Bangladesh.

    Recent attacks by Beijing on multinationals, charging them for corruption and anti-trust violations, could make things worse. For political reasons, the government has decided to persecute the very companies that account for half of Chinese exports, charging corruption and anti-trust violation. China, where ironically the public is more favorable than most Westerners to large corporations, now faces an investment downturn as foreign companies look for safer havens such as in Mexico or to come back to the U.S.

    The logical solution to this challenge, particularly for coastal Chinese cities, is to move up the value chain, much as Hong Kong and Singapore have already done. This means a greater reliance on finance, business services and technology. Shenzhen, for example, looks to Silicon Valley as a role model. But their attempt is taking place in an urban environment very different than that nurtured in California suburban garages. Instead we see typically immense infrastructure projects like the 15 square kilometer Qianhai development near the city’s main port. Qianhai hopes to lure service and tech employment from pricier, and for now, more unstable Hong Kong.

    But in many cases, high-value industries depend on open access to information, something Beijing clearly sees as a threat to the political order; China’s great Internet Firewall is getting, if anything, higher and more difficult to breach, to the detriment of local knowledge workers. Government authorities realize that Hong Kongers’ access to western media, movies and culture makes them less pliable than those, even in neighboring Shenzhen, where access to major foreign publications, Google and many websites is highly restricted.

    Health And Demographics

    China is not only urbanizing, but doing it at extreme levels of density; barely four to six percent of all new floor space in the country goes to single-family houses. Even on the suburban periphery, there are few low-rise apartment buildings and even fewer houses; much of the construction, particularly for rural migrants, is also substandard, with buildings erected so close that sometimes residents of one can shake the hands of those next to it.

    This has created a series of health problems. Dense urbanization, notes a recent Chinese study, has led to more obesity, particularly among the young, who get less exercise, and spend more time desk-bound. Stroke and heart disease have become leading causes of death.

    Perhaps the best known result from intensified urbanization can be seen outside any window: pervasive air pollution. Beijing and Shanghai rank among the most polluted major cities in the world, just behind Delhi. This problem has become so severe that it has led, even in authoritarian China, to grass-roots protests, many of them targeted at new industrial plants and other facilities near cities such as Shanghai, Dalian, and Hangzhou.

    More serious still has been the impact on birth rates. Even though the government has been relaxing its long-held “one child” policy, the density of Chinese cities continues to help suppress birthrates. This relationship between density and low fertility can also be seen in similarly crowded Singapore, Taiwan and Hong Kong, where there is no official limit on having more than one child. In Hong Kong some 45% of middle-class couples have abandoned the idea of having children, not surprising since the cost of raising a child is now estimated at over $700,000, more than twice than in the United States.

    Given high prices relative to incomes, and dense conditions, Chinese cities appear to follow the same pattern, which over time is almost certain to slow economic growth as the population of elderly grows and the workforce shrinks. Already, notes National University of Singapore demographer Gavin Jones, the fertility rate of women in Shanghai has fallen to 0.7, among the lowest ever reported, well below the “one child” mandate and barely one-third the number required simply to replace the current population. Overall, the Chinese urban fertility rate is a weak 1.08.

    The Future

    Rather than look at the current unrest in Hong Kong as a singular example, we should understand that many problems faced in the former British colony are increasingly felt as well in mainland China. As cities reach middle class status and land prices soar, they need to move up the value scale, but this is very difficult to do under a fundamentally authoritarian system.

    While authoritarian structures can work in an industrial city, they may be less effective in a more information-based economy, in which companies need to adjust to rapidly changing attitudes and trends. The problem here is that, in an authoritarian state, controls over information are often deemed mandatory; in a sense, in an information-dependent economy, this is like trying to run a car with watered down gasoline. At the same time, the health effects of dense urbanism, and the massive pollution of the surrounding countryside, augur poorly for many of the largest Chinese cities, which will be forced to compete not only with more open economies, but with lower-cost cities across the developing world.

    Ultimately, China, whose urban growth has been a great success story, now must consider changing development patterns, perhaps looking at lower density and more dispersed development. One promising sign is that China’s smaller cities, particularly in the West, are now growing faster — with encouragement from Beijing authorities — than megacities. Recently released 2014 population estimates indicate reductions in the annual growth rates of both Shanghai and Beijing.

    Ultimately, a shift towards dispersion — both within regions and between them — could have a many positive effects. It would allow people more living space, and if employment also was also spread out, a quicker and less rigorous commute, with related benefits gained in time and energy conservation. It would greatly help families and children by reducing the need for parents to migrate for work, separating as many as one in five Chinese families.

    Clearly, new models are clearly called for, ones that look not only at bulking up cities, but humanizing them. This may be imperative if Beijing would like to avoid the prospect of a future characterized by an aging, alienated and increasingly unhealthy population.

    This piece first appeared at Forbes.

    Joel Kotkin is executive editor of NewGeography.com and Roger Hobbs Distinguished Fellow in Urban Studies at Chapman University, and a member of the editorial board of the Orange County Register. His newest book, The New Class Conflict is now available at Amazon and Telos Press. He is author of The City: A Global History and The Next Hundred Million: America in 2050. His most recent study, The Rise of Postfamilialism, has been widely discussed and distributed internationally. He lives in Los Angeles, CA.

    Photo by Pasu Au Yeung.

  • California Bad to its Bones

    Any serious student of California knows that the state’s emergence in the past century reflected a triumph of engineering. From the water systems, the dredged harbors, the power stations and the freeway system, California overcame geographical limits of water, power and its often-unmanageable coastline to create a beacon of growth and opportunity.

    That was then, but certainly not the case today. Indeed, since the halcyon postwar days of infrastructure-building under Gov. Pat Brown, roughly one-in-five dollars of state spending went to building roads, bridges, water systems and the like. Today, this investment amounts to less than 5 percent.

    As a result, California, once the exemplar of modernity, has among the worst road conditions in the nation, a tenuous, but still extraordinarily expensive, energy grid, as well as an increasingly uncompetitive port structure. Thinking itself a youthful magnet for building entrepreneurs of all kinds – creators of new communities, manufacturing and logistics industries – California is increasingly viewed by other places, both in the country and abroad, as an ideal place to hunt for skilled people, expanding industries and investment capital.

    Why has this happened? To some extent, the shift away from infrastructure has a generational twist, reflected, for example, in the differences between Pat Brown and his son, Jerry, who, upon first taking office, in 1975, as recalled by a longtime adviser, Tom Quinn, expressed distaste for his father’s “build, build, build” thing.

    This reaction was not totally illogical. Anyone who has lived here for decades naturally recoils from some of the consequences wrought by large-scale construction upon formerly bucolic areas, turning some of them into unsightly, often dysfunctional, messes.

    Under any circumstances, Pat Brown-level infrastructure building is probably beyond the financial means of the state. At the same time, California’s modest population growth – in contrast with the huge increases of the Pat Brown era – means arguably less demand for new building projects.

    Right now, the only dynamic growth sector of the state economy – social media and software – relies far less on traditional infrastructure than do older industries. Unwilling to pay California’s high costs for energy, water and other things, these tech firms tend to place their industrial projects, as well as their computer servers, in lower-cost regions, often states that tend to be more pro-active in their infrastructure investments.

    Yet just because California can’t finance a second huge building program, there’s little question that new and effective investment in roads, pipelines, bridges and ports is desperately needed. Much of this work may be in retrofitting older infrastructure. The recent flooding on and around the UCLA campus from a broken Los Angeles city water main and frequent smaller water main breaks in Southern California are just one indicator that we no longer keep up even with very basic public needs. As the California League of Cities recently observed, the state’s “infrastructure is rapidly deteriorating. Quite simply, California is crumbling.”

    The League of Cities suggested the state needs to spend some $500 billion over 20 years to maintain its economic competitiveness. But right now there’s little reason to think the current administration and bureaucracy is capable of spending money wisely. The recently completed $6.5 billion eastern span of the San Francisco Bay Bridge, built largely of steel imported from China, is widely suspected of being poorly constructed, and, according to one engineering expert, may need repairs well before its time. There appears to have been systematic “disregard for welding procedure,” with cracks already appearing on the bridge.

    The fact that the state allowed such shoddy work, at taxpayer expense, should be a warning that other state projects might be facing similar issues. Indeed, one can already see, as professor and author Walter Russell Mead has suggested, a similar pattern of disappointment even in the initial phases of Gov. Jerry Brown’s high-speed rail project, with rising cost estimates as well as diminished projections of the train’s speed.

    Ultimately, this boils down to a question of priorities. A state that can’t correctly maintain its existing pipelines and bridges is probably not a good candidate for bold new infrastructure adventures. This is not merely a conservative view, but one held by many liberals. Lt. Gov. Gavin Newsom has suggested that the money poured into high-speed rail may be better spent on “other, more-pressing infrastructure needs.”

    Similar criticism has come from progressive journalist Kevin Drum of Mother Jones magazine,who called projections for the bullet train’s ridership and cost – now pegged at close to $100 billion, almost twice the original projection – “jaw-droppingly shameless,” an appropriate characterization based upon the method and documentation. He suggests that a “high school sophomore who turned in work like this would get an F.” Spending for Gov. Brown’s signature project grows exponentially, even as basic needs are ignored.

    This spending on the nice, as opposed to the necessary, extends down to the local level, where infrastructure already often comes in second to ever-expanding public worker pensions. Los Angeles Mayor Garcetti is totally committed to spending more on expensive mass transit and housing densification, which itself strains infrastructure built for much lower density.

    And, this priority persists even though we have particularly tepid population growth in Los Angeles and have seen very little increase the past 30 years in the percentage of people taking public transit to work. The insistence on building expensive light rail, instead of far-less-expensive bus-based systems, effectively chokes off funds for improving the day-to-day lives of most Angelenos.

    Although there’s little hope we can go back to the era of massive building during the Pat Brown years, we could certainly get a lot smarter about how we can rebuild the state and return to sustained, widespread growth. The water crisis, which has plagued the state repeatedly over generations, would have been less severe had we built more storage facilities during the wet years, notes economist Bill Watkins, and improved our ability to move water across the state. Yet, as Sacramento Bee columnist Dan Waltershas pointed out, the environmentalists who suggest California may experience long-term drought conditions due to climate change have also opposed such practical steps to cope with the problem.

    Much of this reflects the economic unreality of California politics. We neglect roads, bridges, ports and economic energy projects because, in many ways, these are not a priority of the green lobby, which prefers less growth, more density and a shift from cars to transit. So, instead, we get money spent on high-speed rail and ultracostly, environmentally damaging solar panel farms or inefficient wind turbines erected in the middle of the desert.

    These energy costs hit hardest the state’s interior and heavily Hispanic working class but this doesn’t seem to much bother the state political leaders, who come overwhelmingly from the affluent parts of the Bay Area and coastal Southern California.

    So in the name of trying to appear “visionary,” as Brown, Garcetti and their minions portray themselves, in the real world, our state falls ever further behind competitors, many of whom are rapidly improving their infrastructure – everything from roads and ports to parks.

    We collectively may no longer be the vibrant young adult of the Pat Brown years a half-century ago, but there’s no reason for us to enter advancing middle age with politically induced decrepitude. It’s a disservice to the people who endure high taxes and relentless regulation with little benefit to their day-to-day lives.

    This piece first appeared at the Orange County Register.

    Joel Kotkin is executive editor of NewGeography.com and Roger Hobbs Distinguished Fellow in Urban Studies at Chapman University, and a member of the editorial board of the Orange County Register. His newest book, The New Class Conflict is now available at Amazon and Telos Press. He is author of The City: A Global History and The Next Hundred Million: America in 2050. His most recent study, The Rise of Postfamilialism, has been widely discussed and distributed internationally. He lives in Los Angeles, CA.

    Photo by Thomas Pintaric (Own work) [GFDL or CC-BY-SA-3.0], via Wikimedia Commons

  • Opportunity Urbanism: Creating Cities for Upward Mobility

    This is the introduction to a new report commissioned by the Greater Houston Parnership and HRG and authored by Joel Kotkin with help from Tory Gattis, Wendell Cox, and Mark Schill. Download the full report (pdf) here.

    Over the past decade, we have witnessed the emergence of a new urban paradigm that both maximizes growth and provides greater upward mobility. We call this opportunity urbanism, an approach that focuses largely on providing the best policy environment for both businesses and individuals to pursue their aspirations.

    Although contrary to much of the conventional wisdom about cities and regions, this is not a break with traditional urbanism, but instead a reinforcement of old traditions. Long ago, Aristotle reminded us that the city was a place where people came to live, and they remained there in order to live better. “A city comes into being for the sake of life, but exists for the sake of living well.”  In the end, opportunity urbanism rests on the notion that cities serve, first and foremost, as engines to create better lives for its residents.

    The Houston and Luxury Models

    We have focused on the Houston metropolitan area because in many ways it reflects the idea of opportunity urbanism more closely than any major metropolitan area. Across a broad spectrum—income growth, new jobs, housing starts, population growth and migration—no other major metropolitan region in the country has performed as well over the past decade. This was among the first major metropolitan regions to replace the jobs lost in the recession, and has experienced by far the largest percentage job growth since, with Dallas-Ft. Worth second.

    In many ways, opportunity urbanism contrasts with the prevailing urban planning paradigm—variously called new urbanism or smart growth—which seeks to replicate the dense, highly concentrated mono-centric city of the past. At the core of this approach is the notion that policies of forced density, through regulatory mandates and often subsidies, are critical to attracting both young, educated people and the global business elite.4 This approach describes the successful city, in the words of former New York Mayor Michael Bloomberg, as “a luxury product.”

    This notion of the “luxury city” can be seen to have worked, at least for some, in well-appointed older cities such as New York, San Francisco and Boston. Unlike most American cities, these boast long-established dense cores and transit-oriented commuter sheds. They possess great amenities tied to their past, from world class art museums and universities, to charming historic districts, parks and public structures.

    But this model of urbanism does not fit the profile of most American metropolitan regions, which tend to be far more recent in their development, more dispersed and overwhelmingly auto-dominated in terms of commuting. Indeed, most of the fastest growing regions in this country—Houston, Dallas-Ft. Worth, Oklahoma City or Atlanta—function in a highly multi-polar model, that contrasts sharply with that of cities like New York, Boston or Chicago.

    Prospects for Upward Mobility

    The luxury paradigm has worked for some in some cities, but has failed, to a large extent, in providing ample opportunities for the middle and working classes, much less the poor. Indeed, many of the cities most closely identified with luxury urbanism tend to suffer the most extreme disparities of both class and race.

    If Manhattan were a country, it would rank sixth highest in income inequality in the world out of more than 130 countries for which the World Bank reports data. New York’s wealthiest one percent earn a third of the entire municipality’s personal income-almost twice the proportion for the rest of the country.

    Indeed, increasingly, New York, as well as San Francisco, London, Paris and other cities where cost of living has skyrocketed—are no longer places of opportunity for those who lack financial resources. Instead they thrive largely by attracting people who are already successful or living on inherited largesse.

    They are becoming, as journalist Simon Kuper puts it, “the vast gated communities where the one percent reproduces itself.”  

    Not surprisingly, the middle class is shrinking rapidly in most luxury cities. A recent analysis of 2010 Census data by the Brookings Institution found that the percentage of middle incomes in metropolitan regions such as New York, Los Angeles and Chicago has been in a precipitous decline for the last thirty years, due in part to high housing and business costs. A more recent 2014 Brookings study found that these generally high-cost luxury cities—with the exception of Atlanta—tend to suffer the most pronounced inequality: San Francisco, Miami, Boston, Washington DC, New York, Chicago and Los Angeles. Income inequality has risen most rapidly in the very mecca of luxury progressivism, San Francisco, where the wages of the poorest 20 percent of all households have actually declined amid the dot com billions.

    Like other large cities, Houston also suffers a high level of inequality, but its lower costs have helped its middle and working class populations to enjoy a higher standard of living than their luxury city counterparts. The promise of the opportunity urbanism model also can be demonstrated by lower income disparities between racial groups, higher GDP growth, less expansion of poverty and the greater production of high-paying mid-skilled jobs. In these aspects, opportunity cities like Houston greatly out-performed their often more celebrated rivals.

    How to Measure “Living Well”

    We leave this introduction with one statistic that most encompasses the success of the Houston opportunity model and exposes the weakness of smart growth: the cost-of-living adjusted average paycheck.

    Despite the assertions of Paul Krugman, among others, that the Texas urban economy is based on low wages, the fact is Harris County’s average household income is above the national average; close to that of Boston. But once the cost of living is factored in, Houston does far better for its citizens compared to any of the legacy cities. Houston, with Dallas-Ft. Worth a strong second, is able to provide its citizens the highest standard of living, as measured by average annual adjusted wages, of any major metro in America. This is different than subjective “quality of life,” but includes such basics as jobs, housing and overall cost of living.

    Download the full report (pdf) here.

    Joel Kotkin is executive editor of NewGeography.com and Roger Hobbs Distinguished Fellow in Urban Studies at Chapman University, and a member of the editorial board of the Orange County Register. His newest book, The New Class Conflict is now available at Amazon and Telos Press. He is author of The City: A Global History and The Next Hundred Million: America in 2050. His most recent study, The Rise of Postfamilialism, has been widely discussed and distributed internationally. He lives in Los Angeles, CA.

  • Metropolitan Housing: More Space, Large Lots

    Americans continue to favor large houses on large lots. The vast majority of new occupied housing in the major metropolitan areas of the United States was detached between 2000 and 2010 and was located in geographical sectors associated with larger lot sizes. Moreover, houses became bigger, as the median number of rooms increased (both detached and multi-family), and the median new detached house size increased.

    These conclusions are based on an analysis of small area data for major metropolitan areas using the City Sector Model. City Sector Model analysis avoids the exaggeration of urban core data that necessarily occurs from reliance on the municipal boundaries of core cities (which are themselves nearly 60 percent suburban or exurban, ranging from as little as three percent to virtually 100 percent). It also avoids the use of the newer "principal cities" designation of larger employment centers within metropolitan areas, nearly all of which are suburbs, but are inappropriately joined with core municipalities in some analyses. The City Sector Model" small area analysis method is described in greater detail in the Note below.

    Increase in Detached Housing

    America’s preference for detached housing was evident across the spectrum of functional city sectors between 2000 and 2010. Overall, there was a 14% increase in detached housing in the major metropolitan areas. Among the major metropolitan areas (over 1 million population), the number of occupied detached houses rose the most (35%) in the later or generally outer suburbs and exurban areas (24%). Detached houses increased 2.8 million in the later suburbs and 2.5 million in the exurban areas. A smaller 50,000 increase was registered in the earlier or generally inner suburban areas. Most surprisingly, there was also a small increase (20,000) in the number of detached houses in the functional urban cores (Figure 1).

    Smaller Increase in Multi-Family Housing

    The increase in detached housing dwarfed that of new multi-family housing (owned and rented apartments). The increase in detached housing in the major metropolitan areas was six times that of multi-family housing. Overall, there was a four percent increase in multi-family housing in the major metropolitan areas, less than one-third the increase in detached housing.  There were slight decreases in the number of multi-family houses in both the urban cores and the earlier (generally inner) suburbs. At the same time, there has been a healthy increases in the number of multi-family houses in the later suburbs and exurbs, where the growth rates exceeded the increase in major metropolitan population (11%). In the later suburbs, multi-family housing increased 29% and in the exurbs the increase was 14% (Figure 2).

    Larger Houses, Larger Lots

    Yet overall, houses were getting bigger. The median number of rooms per house rose from 5.3 in 2000 to 5.6 in 2010. Increases in median rooms were registered in each of the city sectors (Figure 3). Nationally, the median size of new detached housing edged up five percent between 2000 and 2010. (By 2013, median new house size had increased another 17 percent to a record 2,384 square feet).

    Lots also were getting bigger. Nearly all of the population growth (99 %) was in the later suburbs and exurbs between 2000 and 2010, where population densities are much lower and lots are larger than in the earlier suburbs and the urban core (Figure 4).

    The preponderance of  urban planning theory over the past decade has been based on the notion that people would increasingly seek houses on smaller lots. For example, Arthur C. Nelson of the University of Utah predicted that the demand for housing on conventional-sized lots (which Professor Nelson defines as more than 1/8 acre, which is smaller than the smallest lot size reported by the Census Bureau) would be only 16% in the major metropolitan areas of California by 2010, relying in part on stated preference survey data. In fact the revealed preferences — in other words what people actually did — was four times the predicted demand (64%) in the conventional-lot-dominated later suburbs and exurbs of California’s largest metropolitan areas between 2000 and 2010. This is despite California’s regulatory and legal bias against detached housing on conventional lots (See: California’s War Against the Suburbs). Outside California, later suburban and exurban detached housing represented 77% of new housing demand over the period.

    Planning and Preferences

    Urban cores and multi-family housing are favored by urban planning policy. Yet, large functional urban cores (high density and high transit market share, as defined in the City Sector Model, Note below) are few and far between, with only seven exceeding 500,000 population, a modest number equaled or exceeded by approximately 100 metropolitan areas. Overall, the functional urban cores of major metropolitan areas lost more than 100,000 residents between 2000 and 2010, while suburban and exurban areas gained more than 16.5 million. Predictably, the housing forms typical of the later suburbs and exurbs made strong gains. The preferences of planning are not those of people and households.

    ————-

    Note: The City Sector Model allows a more representative functional analysis of urban core, suburban and exurban areas, by the use of smaller areas, rather than municipal boundaries. The more than 30,000 zip code tabulation areas (ZCTA) of major metropolitan areas and the rest of the nation are categorized by functional characteristics, including urban form, density and travel behavior. There are four functional classifications, the urban core, earlier suburban areas, later suburban areas and exurban areas. The urban cores have higher densities, older housing and substantially greater reliance on transit, similar to the urban cores that preceded the great automobile oriented suburbanization that followed World War II. Exurban areas are beyond the built up urban areas. The suburban areas constitute the balance of the major metropolitan areas. Earlier suburbs include areas with a median house construction date before 1980. Later suburban areas have later median house construction dates.

    Urban cores are defined as areas (ZCTAs) that have high population densities (7,500 or more per square mile or 2,900 per square kilometer or more) and high transit, walking and cycling work trip market shares (20 percent or more). Urban cores also include non-exurban sectors with median house construction dates of 1945 or before.

    ————-

    Wendell Cox is principal of Demographia, an international public policy and demographics firm. He is co-author of the “Demographia International Housing Affordability Survey” and author of “Demographia World Urban Areas” and “War on the Dream: How Anti-Sprawl Policy Threatens the Quality of Life.” He was appointed to three terms on the Los Angeles County Transportation Commission, where he served with the leading city and county leadership as the only non-elected member. He was appointed to the Amtrak Reform Council to fill the unexpired term of Governor Christine Todd Whitman and has served as a visiting professor at the Conservatoire National des Arts et Metiers, a national university in Paris.

    Photo: Northern Suburbs of Minneapolis-St. Paul (by author)

  • America’s Newest Hipster Hot Spot: the Suburbs?

    It’s an idea echoed everywhere from “Friends” to “Girls”Young people want to live in cities. And, we’re told, a lot of them (at least the cool ones) do.

    It’s a common assumption. But it’s also wrong.

    Between 2010 and 2013, the number of 20- to 29-year-olds in America grew by 4 percent. But the number living in the nation’s core cities grew 3.2 percent. In other words, the share of 20-somethings living in urban areas actually declined slightly.

    This trend has occurred in supposedly hot cities like San Fransisco, Boston, New York and D.C., notes demographer Wendell Cox. Chicago and Portland, Ore., both widely hailed as youth boom-towns, saw their numbers of 20-somethings decline, too.

    To some extent, this is an economic problem. Millennials can’t always afford the most popular cities, which have gotten increasingly expensive and unequal.  It doesn’t help that most young people, even with college degrees, are experiencing steadily dropping annual earnings. And their careers are progressing more slowly too.

    But it’s not just that. According to the most recent generational survey research done by Magid and Associates, 43 percent of millennials describe the suburbs as their “ideal place to live,” compared to 31 percent of older generations.

    Only 17 percent of Millennials identify the urban core as where they want to settle permanently. Another survey, by the Demand Institute (funded by the Conference Board and Neilsen), found that 48 percent of 20-somethings hoped to move to the suburbs one day. And contrary to popular myth, they hoped to own a single-family home. Sixty-one percent seek more space.

    These findings may actually understate the suburban preference. As people age, particularly entering the child-bearing period between 30 and 50, they long have displayed a distinct tendency to move to suburban areas.

    And why not?

    A lot of the amenities that once drew people to gritty cities are popping up in the suburbs instead.

    The New York Times documents a trend of people moving from Manhattan and Brooklyn to the verdant suburbs of the Hudson Valley. Increasingly, those towns boast art house films, vegan restaurants and other hip accoutrements.

    Incipient hipster suburbs can also be found in places like Montclair, N.J., Claremont, Calif., and even Irvine, whose Millennial population last decade grew more than four times as much as that of downtown Los Angeles. Once a foodie desert, Irvine and its surrounds now boast dim-sum houses, Vietnamese, Korean, sushi and California cuisine restaurants.

    That’s thanks to another trend: Immigrants are bypassing cities and moving to the suburbs in drovesaccording to Brookings. And they’re bringing good, cheap ethnic food along with them.

    Nowhere are these changes more marked than among Asians, now the nation’s largest source of new immigrants. For example, in the New York metropolitan area, the Asian population grew both in numbers and in percentage far more rapidly in the suburbs than in the core city in the past decade. Nationwide, the Asian population in suburbs jumped by almost 2.8 million, or 53 percent, while that in core cities grew 28 percent.

    great American ethnic culinary tour today would take you not to Manhattan, San Francisco, Hollywood or Chicago, but to places like the San Gabriel Valley, roughly 10 miles east of downtown Los Angeles. This highly suburban region of strip malls and giant food palaces arguably boasts the largest, and most diverse, collection of Asian restaurants in the nation.

    A CNN survey of America’s top 50 Asian restaurants located seven in the area, the most of any region. That includes foodie havens like New York City. Three others were  in the heavily Asian suburbs of Silicon Valley.

    As Tyler Cowen noted, the best places to find distinctive ethnic cuisine in Greater Washington is not in the urban core but in far-flung suburban strip malls, where rents are cheap, parking is adequate and there’s a built-in community of eaters craving home.

    Much the same can be said for Asian markets, temples or schools. Sugarland, some 22 miles further west of downtown Houston, is home to one of the nation’s largest Hindu temples. The largest Hindu temple in the world is now under construction in Robbinsville, N.J. — an exurb of New York some 60 miles south of Manhattan.

    Indeed, in large parts of America, many successful malls are those that are getting “ethnicized.” A prime example is La Gran Plaza on the outskirts of Fort Worth, Tex., where a once-failing mall is now booming, converted to look like an old village in Northern Mexico, with loads of restaurants, markets, wedding and quincenara shops and a huge swap-meet.

    This is in addition to live music and, on some Sundays, Catholic Mass.

    As their demographics change, so too do the functions of suburbs. No longer mere bedroom communities, they are becoming economic centers of their own. Despite the constant hype about the new appeal of downtown locations, jobs continue to follow the migration of middle-class families. Having been widely written off for dead, suburban office space also  began to recover last year at a much quicker rate than in  city centers, according to the office consultancy Costar. Overall, suburbs already account for close to three quarters of the nation’s office inventory.

    Suburbia is not the city’s antithesis, but its natural extension, particularly as young people morph towards adulthood.  Rather than vilify suburbs as fundamentally inefficient, deadening and wasteful, its time to focus on how to improve the preferred environment for work, interaction and raising the next generation for most Americans. Cities have changed too, of course, in many cases for the better. But the suburbs are evolving as well. And all indications suggest that they are likely to retain their preeminence as Americans’ preferred places to settle down.

    This piece first appeared at The Washington Post.

    Joel Kotkin is executive editor of NewGeography.com and Roger Hobbs Distinguished Fellow in Urban Studies at Chapman University, and a member of the editorial board of the Orange County Register. His newest book, The New Class Conflict is now available at Amazon and Telos Press. He is author of The City: A Global History and The Next Hundred Million: America in 2050. His most recent study, The Rise of Postfamilialism, has been widely discussed and distributed internationally. He lives in Los Angeles, CA.

  • The New Donut

    Former Indianapolis Mayor Bill Hudnut used to like to say that “you can’t be a suburb of nowhere.” This is the oft-repeated notion has been a rallying cry for investments to revitalize downtowns in America for three decades or so now. The idea being that you can’t have a smoking hole in your region where your downtown is supposed to be. This created a mental based on a donut. You can’t let downtown become an empty hole. For reason that will become apparent soon, I call this model “the old donut”.

    Filling in the hole became every city’s mission. Pretty much any city or metro region of any size has pumped literally billions of dollars into its downtown in an attempt to revitalize them. This took many forms ranging from stadiums to convention centers to hotels to parking garages to streetcars to museums and more. It’s popular today to subsidize mixed use development with a heavy residential component.

    These efforts have paid off to a certain degree. Most big city downtowns have done very well as entertainment and visitor districts, eds and meds centers, etc. More recently we’ve seen an influx of residents, even in places where the overall city or even region has struggled or declined. Cleveland added about 4,000 net new downtown residents in the 2000s. St. Louis added 3,000. With most cities in some stage of an apartment building spree consisting of a few thousand units, these numbers should only improve.

    Key weaknesses remain in private sector employment (declining in most places) and retail (not enough high income residents yet). And other than the tier one types of cities like Chicago, few places seem to have reached a sustainable market rate development level yet – pretty much everything is getting public assistance. Yet its pretty evident that most larger downtowns have made huge strides and are experiencing overall reasonable health.

    In short, the donut hole has been filled in. Where does that leave us? I’d argue with a paradigm I call “the new donut”:



    In this model, the old donut is inverted. What used to be the ring of health – the outer areas of the city and the inner suburban regions – are now struggling. Whereas the downtown is in pretty good shape, and the newer suburban areas are booming. (You might add in a fourth outer ring with troubles – these were the exurbs where very low-end housing proliferated because development standards were very low).

    You see this in the population figures. Wendell Cox cranked the numbers and found that major metro areas gained 206,000 residents in the two mile radius from the center, but lost 272,000 residents from the 2-5 mile ring. Growth picked up strongly beyond that arc. This is the new donut area, though the start and end of it vary by metro and some have thicker rings of challenge than others.

    We’ve got three decades of experience in downtown revitalization, but much less in dealing with this newer challenge zone. I’ve said that suburban revitalization may prove to be the big 21st century “urban” challenge. This is where it is happening in many cases. These areas have an inferior housing stock (often small post-war worker cottages or ranches), sometimes poor basic infrastructure, and are sometimes independent municipalities that, like Ferguson, MO, are often overlooked unless something really bad happens. Unlike the major downtown, they are often “out of sight, out of mind” for most regional movers and shakers.

    What’s more, while downtown provides a concentrated location for massive public investment, this more spread out area is too big to fix by throwing money at it. And how many stadiums and convention centers does a region need in any event?

    This is where we need to be doing a lot of thinking about how to bring these places back, look at what’s being done, etc. And also, given the inequality in the country, to try to think about ideas that don’t involve gentrification. One project that appears to be in this kind of zone, for example, is Atlanta’s Beltline project, though there’s a gentrifying aspect to this one. Regions that figure this one out will be at a big advantage going forward.

    Aaron M. Renn is an independent writer on urban affairs and the founder of Telestrian, a data analysis and mapping tool. He writes at The Urbanophile, where this piece originally appeared.

  • The Cities That Are Benefiting The Most From The Economic Recovery

    It is painfully clear that the current U.S. economic recovery has been a meager one, with the benefits highly concentrated among the wealthiest. The notion that “a rising tide” lifts all boats has been sunk, along with the good ship middle class.

    Geographically as well, the recovery has been concentrated in a relative handful of regions. Nationwide, real per capita GDP rose a meager 3.8% from 2010 through 2013, according to new Bureau of Economic Analysis numbers. An analysis of the data by urban expert Aaron Renn shows that a handful of metropolitan areas have enjoyed much faster growth. For the most part, these are areas that have cashed in on the current technology or energy booms, and in some cases, both. Also, surprisingly, there have been some very good gains in some of the nation’s long-distressed industrial heartland metro areas, as the combination of energy development and a resurgent automobile industry have boosted regional GDP.

    Tech Capitals

    Of the nation’s 52 largest metropolitan statistical areas, many of the top performers have strong tech economies, led by the No. 2 metro area on our list, San Jose-Sunnyvale-Santa Clara, aka Silicon Valley, where real per capita GDP expanded 11.5% from 2010-13. Perhaps more surprising is the strong, tech-fuelled performance of No. 3 Portland-Vancouver-Hillsboro, Ore., where real per capita GDP grew 9.2%. The prime contributor has been the robust performance of late of Intel, the state’s largest private employer, which employs about 17,000 in Portland’s western suburbs around the town of Hillsboro, the company’s largest concentration of workers anywhere.

    Other less heralded tech centers have also performed well, including No. 4 Columbus, Ohio (8.2% growth), and No. 8 Salt Lake City (7.3%), both of which are also benefiting from the surge in oil and gas production. Among smaller cities with strong tech communities, Fargo, N.D., and Provo-Orem, Utah, have enjoyed better than 10% real per capita GDP growth since 2010.

    Energy Regions

    Per capita growth in the energy states has been even more impressive. Placing first on our big cities list is Houston-the Woodlands-Sugarland, Texas, where per capita GDP rose 13.2% from 2010-13, a major achievement in a region whose population continues to grow rapidly. Zooming out to all 381 U.S. MSAs, no places come close to the two Texas oil towns that rank first and second overall, Midland (sizzling 38.8% growth since 2010) and Odessa (34.1%). Both lie in the Permian basin, an oil-rich geological formation that was first tapped in the 1920s and has seen a marked revival in production recently due to advances in extraction techniques like horizontal drilling and fracking. Also notable, the southern Texas town of Victoria clocked over 21% growth.

    Among the largest metro areas, energy hubs also did well, including Oklahoma City (7th, 7.5%) and Dallas-Ft. Worth-Arlington (13th,  6.5%) and the San Antonio area (16th), which is benefiting from a gusher in the Eagle Ford Shale play. Economist estimate its development has pumped $87 billion into the south Texas economy.

    Rust Belt Revives

    The booms in tech and energy are well-known. But the most surprising wrinkle in our survey of per capita GDP growth is the revival of auto manufacturing, which benefits both from technological improvements and lower energy costs. Among the larger metro areas, the key winners have been Grand Rapids-Wyoming (fifth, 7.8%) and Detroit (tied for ninth, 7.2%), as well as the surprising 15th place ranking for Cleveland-Elyria.

    These gains are heartening, but the real question may be how long this will continue. In part, the strong 2010-13 numbers reflect a recovery from very poor economic performance that has stretched on for decades, and population losses, which tend to skew per capita GDP numbers upwards. But signs of health in the nation’s long disdained midsection deserve applause.

    Surprising Laggards

    The recovery has not lifted most regions, just as it has not helped most Americans. Per capita income growth has been slow in most of the nation’s largest cities outside Texas. Given the enormous financial bailout from the federal government, as well as the massive spike in stock and real estate prices, one would have expected far better performance from New York, which ranks a middling 33rd out of the 52 largest MSAs, with below average 2.3% growth since 2010.

    Chicago-Naperville-Elgin ranked 26th; Los Angeles-Long Beach-Anaheim, 38th, and  Philadelphia, 40th. Perhaps the biggest disappointment is 51st place Washington D.C.-Arlington-Alexandria, which had been a high-flier through the Recession amid strong federal spending. Per capita GDP since 2010 has fallen 3.4%. This disturbs some pundits, such as Richard Florida, but no doubt Washington’s fall from grace would be widely welcomed by most Americans.

    And What About Poverty

    Increasingly, many question not only the relative lack of growth, but that the growth we are experiencing is doing very little for the vast majority of Americans. Former Clinton adviser Bill Galston has noted that this recovery has “left almost everybody” out.

    No group has been harder hit than the poor. The nation’s population below the poverty line has expanded a full percent since 2010. An analysis by demographer Wendell Cox shows that poverty declined in just seven of the nation’s 52 largest metropolitan areas from 2010-13: Louisville, Ky.; Oklahoma City; Nashville, Tenn.; Columbus Ohio; Grand Rapids; and Texas’ Austin and San Antonio.

    Most of the areas with the strongest growth in per capita GDP posted smaller than average increases in poverty. In Houston the share of the population living in poverty rose 0.6% from 2010-13 to 16.4%, 11th highest among the nation’s biggest metro areas.

    The results in California suggest strongly that the tech boom has not done much to relieve poverty in the Golden State, despite the much ballyhooed “California comeback” trumpeted by the likes of Paul Krugman. In reality it’s poverty, not prosperity, that’s on the march in most California cities outside the Bay Area. Since 2010, the percentage of the population of San Diego living in poverty has grown 1.3% to 15.2%, while that of Riverside-San Bernardino rose 1.7% to 18.2%, the third highest rate among the 52 largest metro areas in the country. Meanwhile the poverty rate in Los Angeles, the state’s dominant urban region, has risen 1.8% to 17.6% (fifth worst), and Sacramento, the state capital, has seen a 2.0% increase in poverty to 16.6% (10th).

    This suggests that, for the most part, what has passed for growth has been too meager to reduce poverty. In many places, even ones growing rapidly, such as the Silicon Valley hub of San Jose, the number of poor continue to increase. Since 1999, poverty in the valley has jumped  from 7.6% to 10.5%. This also likely is a low figure, given the extraordinarily high cost of living in the Bay Area, as well as the rest of coastal California. According to the Census Bureau, California’s poverty rate is the highest in the nation when adjusted for the state’s exorbitant cost of housing.

    For the most part, poverty has been reduced, or at least has grown less, in lower-cost regions that have ties to the energy and manufacturing revival, which tend to create opportunities for middle- and working-class residents. Until we figure out how to get growth whose benefits are widely shared, and reduce poverty, the one measurement likely to go up is cynicism about the efficacy of our current economic policies.

    Real Metropolitan Area GDP Per Capita (2010-2013)
    Rank Metropolitan Area 2010 2013 2010-2013 Change
    1 Houston-The Woodlands-Sugar Land, TX  $  63,816  $    72,258 13.2%
    2 San Jose-Sunnyvale-Santa Clara, CA  $  89,806  $  100,115 11.5%
    3 Portland-Vancouver-Hillsboro, OR-WA  $  63,025  $    68,810 9.2%
    4 Columbus, OH  $  50,370  $    54,493 8.2%
    5 Grand Rapids-Wyoming, MI  $  41,248  $    44,482 7.8%
    6 Charlotte-Concord-Gastonia, NC-SC  $  51,819  $    55,802 7.7%
    7 Oklahoma City, OK  $  45,993  $    49,441 7.5%
    8 Salt Lake City, UT  $  57,790  $    62,008 7.3%
    9 Nashville-Davidson–Murfreesboro–Franklin, TN  $  50,464  $    54,112 7.2%
    10 Detroit-Warren-Dearborn, MI  $  46,314  $    49,653 7.2%
    11 Pittsburgh, PA  $  48,710  $    52,053 6.9%
    12 Cincinnati, OH-KY-IN  $  48,841  $    52,063 6.6%
    13 Dallas-Fort Worth-Arlington, TX  $  57,032  $    60,730 6.5%
    14 Birmingham-Hoover, AL  $  46,108  $    49,034 6.3%
    15 Cleveland-Elyria, OH  $  52,169  $    55,430 6.3%
    16 San Antonio-New Braunfels, TX  $  37,202  $    39,280 5.6%
    17 San Francisco-Oakland-Hayward, CA  $  75,103  $    78,844 5.0%
    18 Seattle-Tacoma-Bellevue, WA  $  71,404  $    74,701 4.6%
    19 Minneapolis-St. Paul-Bloomington, MN-WI  $  59,168  $    61,711 4.3%
    20 Sacramento–Roseville–Arden-Arcade, CA  $  43,905  $    45,764 4.2%
    21 Austin-Round Rock, TX  $  50,094  $    52,110 4.0%
    22 Denver-Aurora-Lakewood, CO  $  59,284  $    61,595 3.9%
    23 Phoenix-Mesa-Scottsdale, AZ  $  43,156  $    44,803 3.8%
    24 Boston-Cambridge-Newton, MA-NH  $  71,936  $    74,643 3.8%
    25 San Diego-Carlsbad, CA  $  55,921  $    57,955 3.6%
    26 Chicago-Naperville-Elgin, IL-IN-WI  $  55,727  $    57,752 3.6%
    27 Providence-Warwick, RI-MA  $  41,698  $    42,994 3.1%
    28 Louisville/Jefferson County, KY-IN  $  46,710  $    48,048 2.9%
    29 Tampa-St. Petersburg-Clearwater, FL  $  39,066  $    40,153 2.8%
    30 Buffalo-Cheektowaga-Niagara Falls, NY  $  41,497  $    42,550 2.5%
    31 Baltimore-Columbia-Towson, MD  $  55,907  $    57,294 2.5%
    32 Indianapolis-Carmel-Anderson, IN  $  58,590  $    60,038 2.5%
    33 New York-Newark-Jersey City, NY-NJ-PA  $  67,499  $    69,074 2.3%
    34 Riverside-San Bernardino-Ontario, CA  $  26,509  $    27,094 2.2%
    35 St. Louis, MO-IL  $  47,876  $    48,738 1.8%
    36 Milwaukee-Waukesha-West Allis, WI  $  55,767  $    56,734 1.7%
    37 Miami-Fort Lauderdale-West Palm Beach, FL  $  44,386  $    45,145 1.7%
    38 Los Angeles-Long Beach-Anaheim, CA  $  58,211  $    59,092 1.5%
    39 Kansas City, MO-KS  $  52,916  $    53,677 1.4%
    40 Philadelphia-Camden-Wilmington, PA-NJ-DE-MD  $  58,696  $    59,339 1.1%
    41 Memphis, TN-MS-AR  $  46,534  $    47,014 1.0%
    42 Richmond, VA  $  50,977  $    51,498 1.0%
    43 Rochester, NY  $  44,825  $    45,202 0.8%
    44 Atlanta-Sandy Springs-Roswell, GA  $  51,830  $    52,178 0.7%
    45 Virginia Beach-Norfolk-Newport News, VA-NC  $  48,395  $    48,708 0.6%
    46 Raleigh, NC  $  51,820  $    51,673 -0.3%
    47 Las Vegas-Henderson-Paradise, NV  $  43,351  $    43,079 -0.6%
    48 Jacksonville, FL  $  42,068  $    41,752 -0.8%
    49 Hartford-West Hartford-East Hartford, CT  $  68,005  $    66,870 -1.7%
    50 Orlando-Kissimmee-Sanford, FL  $  47,023  $    45,855 -2.5%
    51 Washington-Arlington-Alexandria, DC-VA-MD-WV  $  76,035  $    73,461 -3.4%
    52 New Orleans-Metairie, LA  $  61,325  $    56,943 -7.1%
    Analysis by Aaron M. Renn

     

    This piece first appeared at Forbes.

    Joel Kotkin is executive editor of NewGeography.com and Roger Hobbs Distinguished Fellow in Urban Studies at Chapman University, and a member of the editorial board of the Orange County Register. His newest book, The New Class Conflict is now available at Amazon and Telos Press. He is author of The City: A Global History and The Next Hundred Million: America in 2050. His most recent study, The Rise of Postfamilialism, has been widely discussed and distributed internationally. He lives in Los Angeles, CA.

    Photo by w:Flickr user Bill Jacobus [CC-BY-2.0], via Wikimedia Commons