Are qualities of young players really dependent on investments on improving youth training facilities?

I keep on investing on improving training facilities. But I just find my recent new players are low 2* and the lowest 4* (need 15 tokens only for signing). I am curious if quality of them be even lower in case I cease investment.

Sorry if it is a silly question.

Cheers