No you dont suffer stats lost.

Are you truly certain? I just awakened my team 7, and they're level 37. Their power is currently significantly lower than my Scarlet Blaze character. I just didn't have enough materials to awaken them earlier. Can someone else please verify the results between awakening right after they reach awakening level, and compare them to awakening characters at later levels? Thanks beforehand.