There's an unexplained but significant correlation between height and IQ [1] which in turn successfully predicts a correlation with higher incomes. Doesn't mean it's causal, but the existence of such correlation is not in question.

[1] - https://en.wikipedia.org/wiki/Height_and_intelligence