Pull Side:
Hard and sharp edges on the front surface and soft on the rear to promote pulling. Handle shaped like arrow shaped to indicate direction. What if the front was textured to look filthy so that people automatically grab the back surface?
Push Side:
Soft edges all around and nowhere to grip onto. Concaved inwards towards door to indicate pushing direction.
Afterthought: I forgot to add the push/pull text onto it.
