Are most good schools in large cities in the US? Because I definitely heard about how different neighbourhoods have different quality schools there based on the income of the people in the area, but I haven't heard anything about whether that correlates to the area's overall population.

It certainly doesn't seem to here in the UK, where quite a few of the top schools are old fashioned 'public schools' located in rural/semi rural areas.