Does SAT score matter if you take in 8th grade

Yes, an 8th grader can take the SAT. Back when my D was in middle school some kids took it to qualify for certain gifted programs.

In terms of mattering for college admission, there used to be schools that specified that the tests had to be taken in HS (CMU was one). I’m not sure if that has changed since covid/test optional.

Hopefully someone else can better answer that part of your question.