No. It's correlation that's not a statistical fluke, but it's not causation. There are other potential explanations that the data doesn't rule out, such as wealth being highly inherited (i.e., rich people are begat from rich people) and wealthy children being pushed into higher tiers of education than poor people.

The existence of these other explanations show that the data is not necessarily indicative of causation.