I'll bite, and throw some numbers up.
-60 to +50. Somewhere in this range.
Seriously though, I would think a true, youthful beginner, who did everything right, training and diet should gain about 12-24 pounds. Expecting between 1-2 lbs per week.
12 pounds in 3 months would be a good goal for a beginner looking to build muscles naturally.