They install them where the data show that people are running red lights.
Which isn't necessarily where the most incidents are.
So link it.
I might question the benefits of making the poor area even poorer via fines they likely can't afford. I might wonder if there are confounding factors like poorly maintained roads and vehicles at play. I might wonder if the yellow lights have the same timing as in the suburbs.
Do you think your local DOT is corrupt? I think mine is inept, but not corrupt.