Data sources:

Educational Attainment: U.S. Census Bureau, Educational Attainment, 2015-19 American Community Survey 5-year estimates, retrieved November 12, 2021 using the tidycensus R package.

Per capita income: U.S. Census Bureau, Per Capita Income, 2015-19 American Community Survey 5-year estimates, retrieved November 12, 2021 using the tidycensus R package.

Population: U.S. Census Bureau, Total Population, 2015-19 American Community Survey 5-year estimates, retrieved November 12, 2021 using the tidycensus R package.


Methods:

Population over 25 with at least a bachelor’s degree is calculated as the sum of:

Proportion of population ove3r 25 with at least a bachelor’s degree is calculated as Population over 25 with at least a bachelor’s degree divided by Total population over 25

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