If I turn of my caller Id will the scammer be able to figure out my number?

If I turn of my caller Id will the scammer be able to figure out my number?

Just download a fake number generator. That’s what I did.

Yeah some people use the fake number generator to disguise as police emergency numbers (BEWARE!!)