I worked as an repair engineer at a big international company and worked with motherboard sized circuit boards that has up to 16 layers (normal motherboards has 4-6).

Bad solder balls generally dont really impact the working performance gradually but more like a on/off switch. It either works or not.
I can also say that bad solderballs is by far the most common problems on modern circuit boards.