The stat bonuses will be stacked without equipping the skins. You may find the info in Avatar - Skins - Bonus Details.
However, there is a limit to the bonuses. Once the limit is reached, the exceeding stats will not take effect.
I have multiple Avatar Frames/Marching/Castle Skins. How do the stat bonuses add up?
Last Updated: 283d