People with more knowledge tend to be better readers. That’s not proof that increasing knowledge improves reading. It could be that higher achieving kids like learning about the world and enjoy ...
Reading is about using your imagination and making stories come to life, but that might be hard to do when the protagonist is 20 years younger than you.