Yes. Make sure you use two separate gloves: One for your face and one for your body. The bacteria on your body is different than the bacteria on your face.
-In rare cases, people don't have dead skin, and their peeling is minimal. If you don't experience visible peeling everywhere, don't worry; the glove is still working and exfoliating your skin.