Before the pandemic, unemployment was highest in poorer places

Average per capita income ($) in the 20 metros with the highest unemployment rate, January 2020.

Source: City Monitor analysis of US Bureau of Labor Statistics and US Bureau of Economic Analysis data
New Statesman (City Monitor)