This is wrong
As cities get bigger everyone benefits as expected confirmed by the study -
"We show that income in the least wealthy decile (10%) scales close to linearly with city population, while income in the most wealthy decile scale with a significantly superlinear exponent."
"We repeat our analysis after adjusting income by housing cost, and find similar results"
https://www.researchgate.net/publication/349682590_Scaling_o...