Abstract
Although increasing racial and ethnic diversity is a demographic trend with society-wide implications, it has advanced farther in some parts of the United States than others. Our research seeks to understand this unevenness at the local level. Drawing on 1980–2010 census data, we use an innovative spatial analytic approach to examine the spread or diffusion of diversity across counties in the 48 contiguous states. Three perspectives—locational persistence, spatial assimilation, and institutional hub—offer different expectations about the nature of the diffusion process. The perspectives are evaluated by mapping changes in the magnitude and structure of diversity and by tracing county transitions between types of diversity clusters. We document considerable stability in diversity patterns over a 30-year period, consistent with the logic of locational persistence. But support is also found for the spatial assimilation and institutional hub models in the form of cluster-type transitions that reflect contagious diffusion and hierarchical diffusion, respectively.
Similar content being viewed by others
Notes
The two exceptions are Nantucket County, MA and San Juan County, WA, both of which are islands.
This group-other type can span a range of racial-ethnic structures. For example, group-other counties might be rather evenly split between two groups (55 % of residents belonging to group A, 40 % to group B), have even representation from a number of groups (51 % from A, 15 % each from B, C, and D), or only minor representation from a group other than the majority (80 % from A, 15 % from B).
Sensitivity tests were performed using both nearest k neighbors and a Queen’s 2 matrix as adjacency matrices. In both cases, LISA cluster results were similar to those obtained using a Queen’s 1 matrix.
With LISA abbreviations, the first term always refers to the focal county and the second to the average value of that county’s neighbors.
Despite an already rigorous threshold, we have run 20 additional significance tests (of 10,000 permutations each) to verify our inference that the clusters reported here are not due to chance. More than 96% of all counties retain their cluster identification across tests, indicating a sufficient level of significance for present purposes. Further information regarding the test results is available upon request.
These maps are best viewed online in full color given the number of types required.
A high degree of spatial autocorrelation exists in the county diversity data at each time point, based on Moran’s I values of .77 in 1980 and .70 in 2010. The Moran’s I statistic, which ranges from 0 to 1, provides a global measure of spatial structure. However, it cannot tell us where clusters are located within that structure.
References
Alba, R. D., & Logan, J. R. (1991). Variations on two themes: Racial and ethnic patterns in the attainment of suburban residence. Demography, 28(3), 431–453.
Alba, R. D., & Nee, V. (2003). Remaking the American mainstream: Assimilation and contemporary immigration. Cambridge, MA: Harvard University Press.
Allen, J. P., & Turner, E. J. (1988). We the people: An atlas of America’s ethnic diversity. New York: Macmillan.
Allen, J. P., & Turner, E. J. (1989). The most ethnically diverse places in the United States. Urban Geography, 10(6), 523–539.
Anselin, L. (1995). Local indicators of spatial association—LISA. Geographical Analysis, 27(2), 93–115.
Clark, W. A. V. (2003). Immigrants and the American dream: Remaking the middle class. New York: Guilford.
Colby, S. L., & Ortman, J. M. (2015). Projections of the size and composition of the U.S. population: 2014–2060. Current Population Reports, P25-1143. Washington, DC: US Census Bureau. Accessed https://www.census.gov/content/dam/Census/library/publications/2015/demo/p25-1143.pdf.
Ellis, M., & White, J. G. (2006). 1.5 Generation internal migration in the U.S.: Dispersion from states of immigration? International Migration Review, 40(4), 899–926.
Farrell, C. R., & Lee, B. A. (2011). Racial diversity and change in metropolitan neighborhoods. Social Science Research, 40(4), 1108–1123.
Fennelly, K., & Orfield, M. (2008). Impediments to the integration of immigrants: A case study of the Twin Cities. In A. Singer, S. W. Hardwick, & C. B. Brettell (Eds.), Twenty-first century gateways: Immigrant incorporation in suburban America (pp. 200–224). Washington, DC: Brookings Institution Press.
Fischer, M. J., & Tienda, M. (2006). Redrawing spatial color lines: Hispanic metropolitan dispersal, segregation, and economic opportunity. In M. Tienda & F. Mitchell (Eds.), Hispanics and the future of America (pp. 100–137). Washington, DC: National Academies Press.
Franklin, R. S. (2014). An examination of the geography of population composition and change in the United States, 2000–2010: Insights from geographical indices and a shift-share analysis. Population, Space and Place, 20(1), 18–36.
Frey, W. H. (2006). Diversity spreads out: Metropolitan shifts in Hispanic, Asian, and Black populations since 2000., Living cities census series Washington, DC: Brookings Institution.
Frey, W. H. (2015). Diversity explosion: How new racial demographics are remaking America. Washington, DC: Brookings Institution Press.
Frey, W. H., & Liaw, K. L. (2005). Migration within the United States: Role of race-ethnicity. In G. Burtless & J. R. Pack (Eds.), Brookings-Wharton papers in urban affairs (pp. 207–248). Washington, DC: Brookings Institution Press.
Glasmeier, A. K., & Farrigan, T. (2007). The economic impacts of the prison development boom on persistently poor rural places. International Regional Science Review, 30(3), 274–299.
Gouveia, L., & Stull, D. D. (1995). Dances with cows: Beefpacking’s impact on Garden City, Kansas, and Lexington, Nebraska. In D. D. Stull, M. J. Broadway, & D. Griffith (Eds.), Any way you cut it: Meat processing and small-town America (pp. 85–107). Lawrence, KS: University of Kansas Press.
Hall, M. (2009). Interstate migration, spatial assimilation, and the incorporation of U.S. immigrants. Population, Space and Place, 15(1), 67–77.
Hall, M. (2013). Residential integration on the new frontier: Immigrant segregation in established and new destinations. Demography, 50(5), 1873–1896.
Hall, M., Tach, L., & Lee, B. A. (2016). Trajectories of ethnoracial diversity in American communities, 1980–2010. Population and Development Review, 42(2), 271–297.
Han, M., Hakansson, J., & Ronnegard, L. (2016). To what extent do neighboring populations affect local population growth over time? Population, Space and Place, 22(1), 68–83.
Holloway, S. R., Wright, R., & Ellis, M. (2012). The racially fragmented city? Neighborhood racial segregation and diversity jointly considered. Professional Geographer, 64(1), 63–82.
Johnson, K. M., & Lichter, D. T. (2008). Natural increase: A new source of population growth in emerging Hispanic destinations in the United States. Population and Development Review, 34(2), 327–346.
Kandel, W., & Parrado, E. A. (2005). Restructuring of the U.S. meat processing industry and new Hispanic migrant destinations. Population and Development Review, 31(3), 447–471.
Kritz, M. M., Gurak, D. T., & Lee, M.-A. (2011). Will they stay? Foreign-born out-migration from new U.S. destinations. Population Research and Policy Review, 30(4), 537–567.
Lee, J., & Bean, F. D. (2010). The diversity paradox: Immigration and the color line in twenty-first century America. New York: Russell Sage Foundation.
Lee, B. A., & Hughes, L. A. (2015). Bucking the trend: Is ethnoracial diversity declining in American communities? Population Research and Policy Review, 34(1), 113–139.
Lee, B. A., Iceland, J., & Farrell, C. R. (2014). Is ethnoracial residential integration on the rise? Evidence from metropolitan and micropolitan America since 1980. In J. R. Logan (Ed.), Diversity and disparities: America enters a new century (pp. 415–456). New York: Russell Sage Foundation. Accessed https://www.russellsage.org/sites/all/files/logan/logan_diversity_chapter13.pdf.
Lee, B. A., Iceland, J., & Sharp, G. (2012). Racial and ethnic diversity goes local: Charting change in American communities over three decades. US2010 Research Report. Accessed http://www.russellsage.org/research/reports/racial-ethnic-diversity.
Lichter, D. T. (2012). Immigration and the new racial diversity in rural America. Rural Sociology, 77(1), 3–35.
Lichter, D. T. (2013). Integration or fragmentation? Racial diversity and the American future. Demography, 50(2), 359–391.
Lichter, D. T., & Johnson, K. M. (2009). Immigrant gateways and Hispanic migration to new destinations. International Migration Review, 43(3), 496–518.
Lieberson, S., & Waters, M. C. (1988). From many strands: Ethnic and racial groups in contemporary America. New York: Russell Sage Foundation.
Lindsay, J. M., & Singer, A. (2003). Changing faces: Immigrants and diversity in the twenty-first century. In H. J. Aaron, J. N. Lindsay, & P. S. Nivola (Eds.), Agenda for the nation (pp. 217–260). Washington, DC: Brookings Institution Press.
Liu, C. Y. (2012). Intrametropolitan opportunity structure and the self-employment of Asian and Latino immigrants. Economic Development Quarterly, 26(2), 178–192.
Lobao, L. M., Hooks, G., & Tickamyer, A. R. (Eds.). (2007). The sociology of spatial inequality. Albany, NY: State University of New York Press.
Lobao, L. M., & Kraybill, D. (2005). The emerging role of county governments in metropolitan and nonmetropolitan areas. Economic Development Quarterly, 19(3), 245–259.
Logan, J. R., & Zhang, C. (2010). Global neighborhoods: New pathways to diversity and separation. American Journal of Sociology, 115(4), 1069–1109.
Massey, D. S. (1985). Ethnic residential segregation: A theoretical synthesis and empirical review. Sociology and Social Research, 69(3), 315–350.
Massey, D. S. (Ed.). (2008). New faces in new places: The changing geography of American immigration. New York: Russell Sage Foundation.
Murphy, A. D., Blanchard, C., & Hill, J. A. (Eds.). (2001). Latino workers in the contemporary south. Athens, GA: University of Georgia Press.
Parisi, D., Lichter, D. T., & Taquino, M. C. (2015). The buffering hypothesis: Growing diversity and declining black-white segregation in America’s cities, suburbs, and small towns? Sociological Science, 2, 125–142.
Porter, J. R. (2011). Identifying spatio-temporal patterns of articulated criminal offending: An application using phenomenologically meaningful police jurisdictional geographies. Systems Research and Behavioral Science, 28(3), 197–211.
Porter, J. R., & Howell, F. M. (2012). Geographical sociology: Theoretical foundations and methodological applications in the sociology of location. New York: Springer.
Portes, A., & Rumbaut, R. (2006). Immigrant America: A portrait (3rd ed.). Berkeley: University of California Press.
Putnam, R. D. (2007). E Pluribus unum: Diversity and community in the twenty-first century. Scandinavian Political Studies, 30(2), 137–174.
Reardon, S. F., & Firebaugh, G. (2002). Measures of multigroup segregation. Sociological Methodology, 32(1), 33–67.
Sharp, G., & Lee B. A. (1990). New faces in rural places: Patterns and sources of nonmetropolitan ethnoracial diversity since 1990. Rural Sociology (Forthcoming).
Sjoquist, D. L. (Ed.). (2000). The atlanta paradox. New York: Russell Sage Foundation.
South, S. J., Crowder, K., & Pais, J. (2008). Inter-neighborhood migration and spatial assimilation in a multi-ethnic world: Comparing Latinos, Blacks, and Anglos. Social Forces, 87(1), 415–443.
Stolle, D., Soroka, S., & Johnston, R. (2008). When does diversity erode trust? Neighborhood diversity, interpersonal trust, and the mediating effect of social interactions. Political Studies, 56(1), 57–75.
Tita, G., & Cohen, J. (2004). Measuring spatial diffusion of shots fired activity across city neighborhoods. In M. F. Goodchild & D. G. Janelle (Eds.), Spatially integrated social science (pp. 171–204). New York: Oxford University Press.
White, M. J. (1986). Segregation and diversity measures in population distribution. Population Index, 52(2), 198–221.
White, M. J., & Glick, J. E. (2009). Achieving anew: How new immigrants do in American schools, jobs, and neighborhoods. New York: Russell Sage Foundation.
Wright, R. A., Ellis, M., Holloway, S. R., & Wong, S. (2014). Patterns of racial diversity and segregation in the United States: 1990–2010. Professional Geographer, 6(2), 173–182.
Xie, Yu., & Goyette, K. A. (2005). A demographic portrait of Asian Americans. In R. Farley & J. Haaga (Eds.), The American people: Census 2000 (pp. 415–446). New York: Russell Sage Foundation.
Zelinsky, W., & Lee, B. A. (1998). Heterolocalism: An alternative model of the sociospatial behavior of immigrant ethnic communities. International Journal of Population Geography, 4(4), 281–298.
Zuniga, V., & Hernandez-Leon, R. (Eds.). (2005). New destinations: Mexican immigration in the United States. New York: Russell Sage Foundation.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Martin, M.J.R., Matthews, S.A. & Lee, B.A. The Spatial Diffusion of Racial and Ethnic Diversity Across U.S. Counties. Spat Demogr 5, 145–169 (2017). https://doi.org/10.1007/s40980-016-0030-8
Published:
Issue Date:
DOI: https://doi.org/10.1007/s40980-016-0030-8