It's not race that matters here, but race in the US can be a strong proxy measure for extremely different cultural behaviors, particularly around childbearing.
It's also a good proxy for socioeconomic factors. In the US, people of color are much more likely to be poor.
Isn't there public available data sources for geographic information as it pertains to socioeconomic classes available through the census? Why use a proxy if the actual variable is available?