I don't understand Mastery

I know that typically, skill mastery is what makes the largest difference in attack power but I do not understand what the actual percent represents. I have thought about it many times and I just don't get what the heck it really is. I mean, I understand the language but the formula's that language represents are beyond me. Can someone explain it without getting too into complex math formulas?