Mapping racial segregation and diversity

In such multiracial society as the United States, residential segregation and racial diversity have been of great interests to researchers and policymakers. Traditionally, residential segregation and racial diversity are measured and summarized by single number indices (dissimilarity index, Theil index). Recently, researchers have turned more towards spatial analysis. Therefore mapping races have became more popular in demographic studies, but it is still not widely used. The limitation in incorporating maps in demographic studies can be due to limited access to free, ready-to-use resources of maps.

Since 2013 we have started a project - SocScape (Social Landscape) which aims in providing free, ready-to-use resources of maps for visualizing and analyzing residential segregation and racial diversity in the conterminous US and US metropolitan areas. We provide 4 types of resources:

  • high resolution population, race-specific and racial diversity grids for 1990, 2000, 2010 (available as GeoTIffs)

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  • racial diversity change maps that show temporal changes in racial diversity as a single map for 1990-2000, 2000-2010 and 1990-2010 comparison (available as ESRI Shapefiles)

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  • racial dot maps calculated based on 2010 high resolution demographic grids for each county in the conterminous US (available as ESRI Shapefiles)

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  • historical census tracts showing racial composition and diversity/dominant race classification in US cities between 1910-2010 (available as ESRI Shapefiles).

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READ MORE ABOUT SOCSCAPE RESOURCES

US population and racial diversity grids can be explored via SocScape – a GeoWeb application. The other resources for metropolitan areas and counties can be downloaded for futher use in GIS Software.

For more information please see also the SocScape user guide  and tutorials: "Working with demographic grids in QGIS" and "Working with racial dot map in QGIS".   The complete legend files (for QGIS) for racial diversity and population grids are available here


HOW TO MAP RACIAL SEGREGATION AND DIVERSITY?

The issue of how to design maps to best depict racial distribution became increasingly important. Some maps can serve only as visualizations, other in the same time can be used for visualization purpose and provide data for spatial analysis of racial distribution.

Census-based maps vs. high resolution grids

Majority of maps illustrating demographic data are choropleth maps. They divide the study area into US Census areal aggregation units (for example census tracts) and color these units to depict spatial variability of a demographic variable (for example share of particular race or racial diversity category). Choropleth maps suffer from low spatial resolution and from the modifiable areal unit problem. They are also restricted to the visualization role.

High resolution grids (like those provided by the SocScape project) have higher spatial resolution, don’t suffer from the MAUP and double as visualization and data. Such data is in the format that allows for a more detailed analysis than the original census data.


TYPE OF MAPS

Percentage maps

Percentage maps show spatial distribution of a particular race. Each unit (or cell in high resolution grids) is colored according to the share of people of given race in an overall population in this unit.
In the census-based map, color is assigned to the aggregation units (i.e., census tract) creating a chorepleth map; in the grid-based map color is assigned to each cell (a square having the size of 30x30m for the SocScape project data).

Such map can illustrate a distribution of a single race/ethnicity groups at the time; to show the racial composition of a study area a set of the maps is required.

High resolution grids, that can be used to prepare percentage maps are available here

Example of  percent maps (census-based on the left and grid-based on the right)

Fig. 1. Example of percent maps (census-based on the left and grid-based on the right)


Diversity/dominant race map

Diversity/dominant race map shows a spatial character of the neighborhoods in a single, easy-to-understand map. Each category depicted by color indicates the level of diversity and a dominant race.
In the census-based map, color is assigned to the aggregation units (i.e., census tract) creating a choreploth map; in the grid-based map color is assigned to each cell (a square having i.e., the size of 30x30m).

Such map conveys most important information about racial geography but it only indicates dominant race leaving identities of minority races unknown.

Grid-based racial diversity data for 1990, 2000, 2010 for counties and metropolitan areas are available here.  Census tracts classiefied by race and  diversity are provided by the Mixed Metro project.

 

Fig. 2. Example of diversity/dominant race map (census-based on the left and grid-based on the right)


Racial dot map

Racial dot map conveys spatial distribution of a population density and the full racial composition in a single map.

In a dot map each dot represents one person and it is colored by their race. The dot is placed as close to the person location as the data allows for. In the census block-based map dots corresponding to people inhabiting given block and are placed randomly within this block. In the grid-based map dots are placed in a grid cell (having for example size of 30x30m). The difference is clearly visible where investigating the areas smaller than the entire city.

Grid-based racial dot maps for each county in 2010 are available here.

Fig. 3. Example of grid-based racial dot map


Racial diversity change map

Racial diversity change map shows temporal changes in racial diversity/dominant race as a single map. Changed areas are shown in stripes with the color of narrower stripes indicating the earlier year (1990) and broader stripes indicating the later year (i.e., 2000). Unchanged areas are shown in original color assign to this class in racial diversity maps (see legend in fig.2A).

Racial diversity change maps for 1990-2000, 2000-2010 and 1990-2010 comparison for urban areas within metropolitan areas can be downloaded here.

Fig. 4. Example of map showing changes in diversity/dominant race between 1990 and 2000

Published on  January 3rd, 2020

Announcements

GIScience 2020 Workshop - workshop web page

Information theory provides a consistent framework for the analysis of spatial patterns - blog post.

sabre: or how to compare two maps? - blog post.

GeoPAT2: Entropy calculations for local landscapes - blog post.

Blog posts series introducing GeoPAT 2 - a software for pattern-based spatial and temporal analysis.

ClimateEx
new version of a Web-based query-by-example tool for finding places with similar climate is available here.

SocScape
now more detailed (30 m ) population and racial diversity grids for 1990, 2000, 2010 are available here.

Resources for mapping racial segregation and diversity are available here.

Resources for mapping racial segregation and diversity using historical census tract data (1910 -  2010) are available here.